{"id":86083,"date":"2023-12-05T10:37:52","date_gmt":"2023-12-05T10:37:52","guid":{"rendered":"https:\/\/www.artefact.com\/?page_id=86083"},"modified":"2026-11-06T15:31:54","modified_gmt":"2026-11-06T15:31:54","slug":"forschungszentrum-fur-artefakte","status":"publish","type":"page","link":"https:\/\/www.artefact.com\/de\/technologies\/artefact-research-center\/","title":{"rendered":"Artefact Research Center"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-background-position:right center;--awb-background-blend-mode:overlay;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right:80px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:280px;--awb-padding-right-small:5%;--awb-padding-bottom-small:0px;--awb-padding-left-small:5%;--awb-margin-top:-180px;--awb-margin-bottom-small:0px;--awb-min-height:600px;--awb-min-height-medium:calc(65vh);--awb-min-height-small:calc(55vh);--awb-background-image:linear-gradient(180deg, #0d1634 0%,#172469 100%);--awb-background-size:contain;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch fusion-flex-align-content-flex-end fusion-flex-justify-content-space-between fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-padding-top:40px;--awb-padding-bottom:40px;--awb-padding-bottom-medium:0px;--awb-padding-right-small:0px;--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:66.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:83.333333333333%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-bottom:40px;--awb-margin-bottom-small:40px;\"><h1 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:70;line-height:1;\">Artefact <span style=\"color: var(--awb-text-color); font-family: var(--h1_typography-font-family); font-size: 1em; font-style: var(--h1_typography-font-style,normal); font-weight: var(--h1_typography-font-weight); letter-spacing: var(--h1_typography-letter-spacing); text-transform: var(--h1_typography-text-transform); background-color: var(--awb-bg-color);\">Research Center<\/span><\/h1><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-bottom-small:8px;--awb-font-size:var(--awb-typography3-font-size);\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;letter-spacing:var(--awb-typography3-letter-spacing);text-transform:var(--awb-typography3-text-transform);font-size:1em;--fontSize:20;line-height:1.2;\">Bridging the gap between academia and industry applications.<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-flex-end fusion-no-small-visibility\" style=\"--awb-z-index:2;--awb-padding-left:18px;--awb-padding-top-medium:40px;--awb-padding-right-medium:40px;--awb-padding-bottom-medium:0px;--awb-padding-left-medium:40px;--awb-padding-top-small:0px;--awb-padding-right-small:40px;--awb-padding-bottom-small:0px;--awb-padding-left-small:40px;--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:0px;--awb-margin-bottom-large:120px;--awb-spacing-left-large:0px;--awb-width-medium:33.333333333333%;--awb-order-medium:0;--awb-spacing-right-medium:0px;--awb-margin-bottom-medium:-40px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:2;--awb-spacing-right-small:0px;--awb-margin-bottom-small:-40px;--awb-spacing-left-small:0px;\" data-motion-effects=\"[{&quot;type&quot;:&quot;infinite&quot;,&quot;infinite_animation_speed&quot;:&quot;1.0&quot;}]\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-space-between fusion-content-layout-block\"><div class=\"fusion-image-element fusion-image-align-center in-legacy-container\" style=\"text-align:center;--awb-max-width:350px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><div class=\"imageframe-align-center\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"300\" height=\"289\" title=\"carre-grand\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/04\/carre-grand.webp\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2024\/04\/carre-grand-300x289.webp\" alt class=\"lazyload img-responsive wp-image-105086\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27423%27%20height%3D%27407%27%20viewBox%3D%270%200%20423%20407%27%3E%3Crect%20width%3D%27423%27%20height%3D%27407%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/04\/carre-grand-200x192.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/04\/carre-grand-400x385.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/04\/carre-grand.webp 423w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 300px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_6 1_6 fusion-flex-column fusion-flex-align-self-flex-end\" style=\"--awb-z-index:5;--awb-bg-size:cover;--awb-width-large:16.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:0px;--awb-margin-bottom-large:-40px;--awb-spacing-left-large:-200px;--awb-width-medium:16.666666666667%;--awb-order-medium:0;--awb-spacing-right-medium:0px;--awb-spacing-left-medium:-200px;--awb-width-small:100%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\" data-motion-effects=\"[{&quot;type&quot;:&quot;infinite&quot;,&quot;infinite_animation&quot;:&quot;float&quot;}]\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element sm-text-align-right\" style=\"--awb-margin-top-small:-0px;--awb-margin-right-small:20px;--awb-margin-left-small:20px;--awb-max-width:140px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none small-floating-icon\"><img decoding=\"async\" width=\"208\" height=\"212\" title=\"carre-small\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/04\/carre-petit.webp\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2024\/04\/carre-petit.webp\" alt class=\"lazyload img-responsive wp-image-105087\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27208%27%20height%3D%27212%27%20viewBox%3D%270%200%20208%20212%27%3E%3Crect%20width%3D%27208%27%20height%3D%27212%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/04\/carre-petit-200x204.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/04\/carre-petit.webp 208w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 208px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-background-position:right center;--awb-background-blend-mode:overlay;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:80px;--awb-padding-right:80px;--awb-padding-bottom:0px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:40px;--awb-padding-right-small:5%;--awb-padding-bottom-small:0px;--awb-padding-left-small:5%;--awb-margin-bottom-small:0px;--awb-background-size:contain;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch fusion-flex-align-content-flex-start fusion-flex-justify-content-space-between fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:40px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:30px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two block_separator\" style=\"--awb-margin-bottom-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left awb-gradient-text fusion-responsive-typography-calculated\" style=\"margin:0;background-color:var(--awb-color8);background-image:linear-gradient(90deg, var(--awb-color8) 0%,var(--awb-color4) 70%);--fontSize:50;line-height:1.2;\">Our Research Ecosystem in a few figures<\/h2><\/div><div class=\"fusion-text fusion-text-1\" style=\"--awb-margin-top:60px;--awb-margin-top-small:20px;\"><p>The Artefact Research Center in numbers.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-stretch figure-card\" style=\"--awb-padding-top:1.5rem;--awb-padding-right:1.5rem;--awb-padding-bottom:1.5rem;--awb-padding-left:1.5rem;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-size:cover;--awb-border-color:var(--awb-color2);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:1.5rem 1.5rem 1.5rem 1.5rem;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:20px;--awb-spacing-left-large:10px;--awb-width-medium:33.333333333333%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-counters-box counters-box row fusion-clearfix fusion-columns-1 counter_numbers\" style=\"--awb-body-color:var(--awb-color2);--awb-color:var(--awb-color4);--awb-title-size:44;--awb-icon-size:36;\"><div class=\"fusion-counter-box fusion-column col-counter-box counter-box-wrapper col-lg-12 col-md-12 col-sm-12\" data-animationOffset=\"top-into-view\"><div class=\"counter-box-container\"><div class=\"content-box-percentage content-box-counter\"><span class=\"display-counter\" data-value=\"32\" data-direction=\"up\" data-decimals=\"0\">0<\/span><\/div><div class=\"counter-box-content\">Scientific papers published<\/div><\/div><\/div><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-1 fusion-button-default-span fusion-button-default-type\" target=\"_self\" href=\"#publications\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See More<\/span><\/a><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-stretch figure-card\" style=\"--awb-padding-top:1.5rem;--awb-padding-right:1.5rem;--awb-padding-bottom:1.5rem;--awb-padding-left:1.5rem;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-size:cover;--awb-border-color:var(--awb-color2);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:1.5rem 1.5rem 1.5rem 1.5rem;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:20px;--awb-spacing-left-large:10px;--awb-width-medium:33.333333333333%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:0px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:20px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-counters-box counters-box row fusion-clearfix fusion-columns-1 counter_numbers\" style=\"--awb-body-color:var(--awb-color2);--awb-color:var(--awb-color4);--awb-title-size:44;--awb-icon-size:36;\"><div class=\"fusion-counter-box fusion-column col-counter-box counter-box-wrapper col-lg-12 col-md-12 col-sm-12\" data-animationOffset=\"top-into-view\"><div class=\"counter-box-container\"><div class=\"content-box-percentage content-box-counter\"><span class=\"display-counter\" data-value=\"18\" data-direction=\"up\" data-decimals=\"0\">0<\/span><\/div><div class=\"counter-box-content\">Peer-reviewed venues we published at Conferences and journals where our research is published.<\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-stretch figure-card\" style=\"--awb-padding-top:1.5rem;--awb-padding-right:1.5rem;--awb-padding-bottom:1.5rem;--awb-padding-left:1.5rem;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-size:cover;--awb-border-color:var(--awb-color2);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:1.5rem 1.5rem 1.5rem 1.5rem;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:20px;--awb-spacing-left-large:10px;--awb-width-medium:33.333333333333%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-counters-box counters-box row fusion-clearfix fusion-columns-1 counter_numbers\" style=\"--awb-body-color:var(--awb-color2);--awb-color:var(--awb-color4);--awb-title-size:44;--awb-icon-size:36;\"><div class=\"fusion-counter-box fusion-column col-counter-box counter-box-wrapper col-lg-12 col-md-12 col-sm-12\" data-animationOffset=\"top-into-view\"><div class=\"counter-box-container\"><div class=\"content-box-percentage content-box-counter\"><span class=\"display-counter\" data-value=\"25\" data-direction=\"up\" data-decimals=\"0\">0<\/span><\/div><div class=\"counter-box-content\">Affiliations we work with Academic and industrial partners that co-author our research.<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-background-position:right center;--awb-background-blend-mode:overlay;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:80px;--awb-padding-right:80px;--awb-padding-bottom:80px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:0px;--awb-padding-right-small:5%;--awb-padding-bottom-small:40px;--awb-padding-left-small:5%;--awb-margin-bottom-small:0px;--awb-min-height:600px;--awb-min-height-medium:calc(65vh);--awb-min-height-small:calc(55vh);--awb-background-size:contain;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch fusion-flex-align-content-flex-end fusion-flex-justify-content-space-between fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch figure-card\" style=\"--awb-padding-top:1.5rem;--awb-padding-right:1.5rem;--awb-padding-bottom:1.5rem;--awb-padding-left:1.5rem;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-size:cover;--awb-border-color:var(--awb-color2);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:1.5rem 1.5rem 1.5rem 1.5rem;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:20px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:20px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-2\" style=\"--awb-content-alignment:center;\"><p>Peer-reviewed venues we published at Conferences and journals where our research is published.<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-1 button-span-no\" style=\"--more-btn-alignment:center;margin-right:0px;margin-left:0px;\"><div style=\"margin:-12px;--awb-bordersize:0px;--awb-bordercolor:#e2e8f0;--awb-border-radius:16px;--awb-columns-small:25%;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-5 fusion-columns-total-18 fusion-gallery-layout-grid fusion-gallery-1\"><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"aistats\" aria-label=\"aistats\" class=\"lazyload img-responsive wp-image-1406281\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aom.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aom.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"aom\" aria-label=\"aom\" class=\"lazyload img-responsive wp-image-1406280\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aom-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aom.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"cikm\" aria-label=\"cikm\" class=\"lazyload img-responsive wp-image-1406279\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"colm\" aria-label=\"colm\" class=\"lazyload img-responsive wp-image-1406278\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"ecai\" aria-label=\"ecai\" class=\"lazyload img-responsive wp-image-1406277\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"eccv\" aria-label=\"eccv\" class=\"lazyload img-responsive wp-image-1406276\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"ecir\" aria-label=\"ecir\" class=\"lazyload img-responsive wp-image-1406275\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"ecml-pkdd\" aria-label=\"ecml-pkdd\" class=\"lazyload img-responsive wp-image-1406274\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"emnlp\" aria-label=\"emnlp\" class=\"lazyload img-responsive wp-image-1406273\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"eswc\" aria-label=\"eswc\" class=\"lazyload img-responsive wp-image-1406272\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/euram.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/euram.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"euram\" aria-label=\"euram\" class=\"lazyload img-responsive wp-image-1406271\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/euram-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/euram.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/euro.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/euro.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"euro\" aria-label=\"euro\" class=\"lazyload img-responsive wp-image-1406270\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/euro-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/euro.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"iciap\" aria-label=\"iciap\" class=\"lazyload img-responsive wp-image-1406269\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"iclr\" aria-label=\"iclr\" class=\"lazyload img-responsive wp-image-1406268\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"joss\" aria-label=\"joss\" class=\"lazyload img-responsive wp-image-1406267\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"rfg\" aria-label=\"rfg\" class=\"lazyload img-responsive wp-image-1406266\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"tmlr\" aria-label=\"tmlr\" class=\"lazyload img-responsive wp-image-1406265\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"wmt\" aria-label=\"wmt\" class=\"lazyload img-responsive wp-image-1406264\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch figure-card\" style=\"--awb-padding-top:1.5rem;--awb-padding-right:1.5rem;--awb-padding-bottom:1.5rem;--awb-padding-left:1.5rem;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-size:cover;--awb-border-color:var(--awb-color2);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:1.5rem 1.5rem 1.5rem 1.5rem;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-3 figure-label\" style=\"--awb-content-alignment:center;\"><p>Affiliations we work with Academic and industrial partners that co-author our research.<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-2 button-span-no\" style=\"--more-btn-alignment:center;margin-right:0px;margin-left:0px;\"><div style=\"margin:-12px;--awb-bordersize:0px;--awb-bordercolor:#e2e8f0;--awb-border-radius:16px;--awb-columns-small:25%;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-5 fusion-columns-total-25 fusion-gallery-layout-grid fusion-gallery-2\"><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aniti-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aniti-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"aniti\" aria-label=\"aniti\" class=\"lazyload img-responsive wp-image-1406262\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aniti-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aniti-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ardian_logo-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ardian_logo-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"ardian_logo\" aria-label=\"ardian_logo\" class=\"lazyload img-responsive wp-image-1406261\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ardian_logo-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ardian_logo-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/centralesupelec-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/centralesupelec-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"centralesupelec\" aria-label=\"centralesupelec\" class=\"lazyload img-responsive wp-image-1406260\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/centralesupelec-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/centralesupelec-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cnrs-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cnrs-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"cnrs\" aria-label=\"cnrs\" class=\"lazyload img-responsive wp-image-1406259\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cnrs-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cnrs-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/crg-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/crg-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"crg\" aria-label=\"crg\" class=\"lazyload img-responsive wp-image-1406258\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/crg-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/crg-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-1406257\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecole_polytechnique-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecole_polytechnique-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"ecole_polytechnique\" aria-label=\"ecole_polytechnique\" class=\"lazyload img-responsive wp-image-1406256\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecole_polytechnique-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecole_polytechnique-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"equall\" aria-label=\"equall\" class=\"lazyload img-responsive wp-image-1406255\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/fng-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/fng-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"fng\" aria-label=\"fng\" class=\"lazyload img-responsive wp-image-1406254\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/fng-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/fng-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/illuin-technology-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/illuin-technology-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"illuin-technology\" aria-label=\"illuin-technology\" class=\"lazyload img-responsive wp-image-1406253\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/illuin-technology-1-200x200.webp 200w, 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data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/universidade_lisboa_logo-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"universidade_lisboa_logo\" aria-label=\"universidade_lisboa_logo\" class=\"lazyload img-responsive wp-image-1406239\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/universidade_lisboa_logo-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/universidade_lisboa_logo-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><div style=\"padding:12px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-5 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/universite_paris-saclay-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/universite_paris-saclay-1.webp\" width=\"320\" height=\"320\" alt=\"\" title=\"universite_paris-saclay\" aria-label=\"universite_paris-saclay\" class=\"lazyload img-responsive wp-image-1406238\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/universite_paris-saclay-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/universite_paris-saclay-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(min-width: 2200px) 100vw, (min-width: 1107px) 278px, (min-width: 990px) 348px, (min-width: 874px) 464px, (min-width: 757px) 696px, (min-width: 640px) 757px, \" \/><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:80px;--awb-padding-right:80px;--awb-padding-bottom:80px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:40px;--awb-padding-right-small:5%;--awb-padding-bottom-small:40px;--awb-padding-left-small:5%;--awb-background-image:radial-gradient(circle at left top, #001994 17%,#f7026a 83%);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion_builder_column_2_3 2_3 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:100px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:0px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:1;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two block_separator_white\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-bottom-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left md-text-align-center sm-text-align-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">The Artefact Research Center&#8217;s mission.<\/h2><\/div><div class=\"fusion-text fusion-text-4 md-text-align-center sm-text-align-center fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-content-alignment:left;--awb-text-color:var(--awb-color1);--awb-margin-top:80px;--awb-margin-right:20%;--awb-margin-bottom:80px;--awb-margin-top-small:20px;--awb-margin-bottom-small:20px;\"><p>A complete ecosystem that bridges the gap between fundamental research and tangible industrial applications.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-10 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:100px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:0px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:1;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-3 hover-type-none\"><img decoding=\"async\" width=\"400\" height=\"359\" alt=\"The Artefact Research Center&#039;s mission.\" title=\"Our Mission\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/Our-Mission-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2023\/12\/Our-Mission-1-400x359.webp\" class=\"lazyload img-responsive wp-image-86481\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27859%27%20height%3D%27771%27%20viewBox%3D%270%200%20859%20771%27%3E%3Crect%20width%3D%27859%27%20height%3D%27771%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/Our-Mission-1-200x180.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/Our-Mission-1-400x359.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/Our-Mission-1-600x539.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/Our-Mission-1-800x718.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/Our-Mission-1.webp 859w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:40px;--awb-padding-right:80px;--awb-padding-bottom:0px;--awb-padding-left:80px;--awb-padding-top-medium:40px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:40px;--awb-padding-right-small:5%;--awb-padding-bottom-small:0px;--awb-padding-left-small:5%;--awb-background-color:#ffffff;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-11 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:100px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:calc( 0.1 * calc( 100% - 20px ) );--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-two block_separator\" style=\"--awb-margin-bottom-small:40px;\"><h2 class=\"fusion-title-heading title-heading-left awb-gradient-text fusion-responsive-typography-calculated\" style=\"margin:0;background-color:var(--awb-color8);background-image:linear-gradient(90deg, var(--awb-color8) 0%,var(--awb-color4) 70%);--fontSize:50;line-height:1.2;\">Research on more transparent and ethical models to nurture AI business adoption.<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-12 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:100px;--awb-width-medium:33.333333333333%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:calc( 0.15 * calc( 100% - 20px ) );--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-margin-bottom-small:40px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-top-small:40px;--awb-margin-bottom-small:0px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-4 hover-type-none\"><img decoding=\"async\" width=\"400\" height=\"100\" alt=\"ARTEFACT RESEARCH CENTER\" title=\"artefact-research-center\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/artefact-research-center.png\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2023\/12\/artefact-research-center-400x100.png\" class=\"lazyload img-responsive wp-image-86094\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27790%27%20height%3D%27198%27%20viewBox%3D%270%200%20790%20198%27%3E%3Crect%20width%3D%27790%27%20height%3D%27198%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/artefact-research-center-200x50.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/artefact-research-center-400x100.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/artefact-research-center-600x150.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/artefact-research-center.png 790w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-6 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right:80px;--awb-padding-bottom:40px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:0px;--awb-padding-right-small:0px;--awb-padding-bottom-small:0px;--awb-padding-left-small:0px;--awb-margin-top:0px;--awb-background-color:var(--awb-custom10);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-13 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-top:76px;--awb-padding-top-medium:41px;--awb-padding-top-small:0px;--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:100px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:100px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:calc( 0.05 * calc( 100% - 20px ) );--awb-spacing-left-small:calc( 0.05 * calc( 100% - 20px ) );\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">Examples of AI biases<\/h3><\/div><div class=\"fusion-text fusion-text-5 fusion-text-no-margin\" style=\"--awb-content-alignment:left;--awb-margin-bottom:0px;\"><ul>\n<li>AppleCard grants mortgages based on racist criteria<\/li>\n<li>Lensa AI sexualizes selfies of women<\/li>\n<li>Racist Facebook Image Classification With afro-american as monkeys<\/li>\n<li>Microsoft Twitter chatbot becoming nazi, sexist and aggressive<\/li>\n<li>ChatGPT that writes a code stating good scientist are white males<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-14 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-position:center center;--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:100px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper lazyload fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-empty-column-bg-image fusion-column-has-bg-image\" data-bg-url=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2023\/12\/untrustworthy-ai-examples-1-600x454.webp\" data-bg=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2023\/12\/untrustworthy-ai-examples-1-600x454.webp\"><img decoding=\"async\" class=\"fusion-empty-dims-img-placeholder\" aria-label=\"untrustworthy ai examples 1\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27454%27%20viewBox%3D%270%200%20600%20454%27%3E%3Crect%20width%3D%27600%27%20height%3D%27454%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\"><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-7 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right:80px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:0px;--awb-padding-right-small:0px;--awb-padding-bottom-small:0px;--awb-padding-left-small:0px;--awb-margin-bottom:80px;--awb-margin-bottom-medium:40px;--awb-margin-bottom-small:0px;--awb-background-color:var(--awb-custom10);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-15 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:100px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:1;--awb-spacing-right-medium:0px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper lazyload fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-empty-column-bg-image fusion-column-has-bg-image\" data-bg-url=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2023\/12\/nowadays-challenge-1-600x352.webp\" data-bg=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2023\/12\/nowadays-challenge-1-600x352.webp\"><img decoding=\"async\" class=\"fusion-empty-dims-img-placeholder\" aria-label=\"nowadays challenge 1\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27352%27%20viewBox%3D%270%200%20600%20352%27%3E%3Crect%20width%3D%27600%27%20height%3D%27352%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\"><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-16 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-top:40px;--awb-padding-top-small:0px;--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:40px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:100px;--awb-width-medium:50%;--awb-order-medium:1;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:100px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:calc( 0.05 * calc( 100% - 20px ) );--awb-spacing-left-small:calc( 0.05 * calc( 100% - 20px ) );\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-left md-text-align-right fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">Current challenge<\/h3><\/div><div class=\"fusion-text fusion-text-6 md-text-align-right\" style=\"--awb-content-alignment:left;\"><p>AI models are accurate and easy to deploy in many use cases, but remain uncontrollable due to black boxes &amp; ethical issues.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-8 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:80px;--awb-padding-right:80px;--awb-padding-bottom:80px;--awb-padding-left:80px;--awb-padding-top-medium:40px;--awb-padding-right-medium:5%;--awb-padding-bottom-medium:0px;--awb-padding-left-medium:5%;--awb-padding-top-small:40px;--awb-padding-right-small:0px;--awb-padding-bottom-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-17 fusion_builder_column_5_6 5_6 fusion-flex-column\" style=\"--awb-padding-right-small:0%;--awb-padding-left-small:0%;--awb-bg-size:cover;--awb-width-large:83.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:83.333333333333%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:calc( 0.05 * calc( 100% - 20px ) );--awb-spacing-left-small:calc( 0.05 * calc( 100% - 20px ) );\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-two block_separator\" style=\"--awb-margin-bottom:40px;--awb-margin-bottom-small:0px;\"><h2 class=\"fusion-title-heading title-heading-left awb-gradient-text fusion-responsive-typography-calculated\" style=\"margin:0;background-color:var(--awb-color8);background-image:linear-gradient(90deg, var(--awb-color8) 0%,var(--awb-color4) 70%);--fontSize:50;line-height:1.2;\">Read our latest Artefact Research Center News<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-18 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-padding-right-small:0%;--awb-padding-left-small:0%;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:calc( 0.05 * calc( 100% - 20px ) );--awb-spacing-left-small:calc( 0.05 * calc( 100% - 20px ) );\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-post-cards fusion-post-cards-1 awb-carousel awb-swiper awb-swiper-marquee awb-swiper-dots-position-bottom awb-swiper-masked\" style=\"--awb-dots-align:center;--awb-active-filter-border-size:3px;--awb-filters-height:36px;--awb-margin-top:40px;\" data-post-type-label=\"ressources document\" data-autoplay=\"no\" data-autoplayspeed=\"3000\" data-autoplaypause=\"yes\" data-loop=\"yes\" data-columns=\"4\" data-itemmargin=\"40\" data-itemmargin-medium=\"40\" data-itemmargin-small=\"40\" data-itemwidth=\"180\" data-touchscroll=\"no\" data-freemode=\"no\" data-imagesize=\"auto\" data-scrollitems=\"0\" data-mousepointer=\"default\" data-layout=\"marquee\" data-centeredslides=\"no\" data-shadow=\"no\" data-speed=\"5000\" data-rotationangle=\"50\" data-depth=\"100\" data-columnsmedium=\"3\" data-columnssmall=\"1\" data-marquee-direction=\"left\"><div class=\"swiper-wrapper fusion-flex-align-items-stretch\"><div class=\"fusion_builder_column fusion-builder-column-19 fusion-flex-column fusion-column-inner-bg-wrapper post-card swiper-slide\" style=\"--awb-inner-bg-blend:overlay;--awb-inner-bg-size:cover;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-17-bert-as-a-judge-presented-colm-with-bidirlm-bias-in-3d-face-models-presented-eccv-artefactual-new-release\/\" aria-label=\"Research Center Newsletter #17 | BERT-as-a-judge presented @COLM with BidirLM, Bias in 3D Face models presented @ECCV, Artefactual new release\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-5 hover-type-none\" style=\"border-radius:8px;\"><img decoding=\"async\" width=\"862\" height=\"453\" alt=\"Research Center Newsletter #17 | BERT-as-a-judge presented @COLM with BidirLM, Bias in 3D Face models presented @ECCV, Artefactual new release\" title=\"09 sept &#8211; News ARC &#8211; 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/09-sept-News-ARC-2026.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/09-sept-News-ARC-2026.webp\" class=\"lazyload img-responsive wp-image-1405402\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27862%27%20height%3D%27453%27%20viewBox%3D%270%200%20862%20453%27%3E%3Crect%20width%3D%27862%27%20height%3D%27453%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/09-sept-News-ARC-2026-200x105.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/09-sept-News-ARC-2026-400x210.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/09-sept-News-ARC-2026-600x315.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/09-sept-News-ARC-2026-800x420.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/09-sept-News-ARC-2026.webp 862w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 862px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-margin-top:20px;--awb-margin-bottom:20px;--awb-margin-top-small:0px;--awb-margin-bottom-small:8px;--awb-font-size:var(--awb-typography3-font-size);\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;letter-spacing:var(--awb-typography3-letter-spacing);text-transform:var(--awb-typography3-text-transform);font-size:1em;--fontSize:20;line-height:1.2;\">Research Center Newsletter #17 | BERT-as-a-judge presented @COLM with BidirLM, Bias in 3D Face models presented @ECCV, Artefactual new release<\/p><\/div><div class=\"sm-text-align-left\"><a class=\"fusion-button button-flat button-small button-default fusion-button-default button-2 fusion-button-default-span fusion-button-default-type cta-degrade card-hover-bt\" style=\"--awb-margin-top:30px;\" target=\"_self\" title=\"Research Center Newsletter #17 | BERT-as-a-judge presented @COLM with BidirLM, Bias in 3D Face models presented @ECCV, Artefactual new release\" aria-label=\"Research Center Newsletter #17 | BERT-as-a-judge presented @COLM with BidirLM, Bias in 3D Face models presented @ECCV, Artefactual new release\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-17-bert-as-a-judge-presented-colm-with-bidirlm-bias-in-3d-face-models-presented-eccv-artefactual-new-release\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read<\/span><\/a><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-20 fusion-flex-column fusion-column-inner-bg-wrapper post-card swiper-slide\" style=\"--awb-inner-bg-blend:overlay;--awb-inner-bg-size:cover;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-16-our-work-on-bias-in-3d-face-models-at-eccv-and-vivatech-report-on-knowledge-graphs-aom-sustainability-workshop\/\" aria-label=\"Research Center Newsletter #16 | Our work on bias in 3D face models at ECCV and VivaTech, Report on Knowledge Graphs, AOM Sustainability Workshop\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-6 hover-type-none\" style=\"border-radius:8px;\"><img decoding=\"async\" width=\"862\" height=\"453\" alt=\"Research Center Newsletter #16 | Our work on bias in 3D face models at ECCV and VivaTech, Report on Knowledge Graphs, AOM Sustainability Workshop\" title=\"07 jul &#8211; News ARC &#8211; 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/07-jul-News-ARC-2026.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/07-jul-News-ARC-2026.png\" class=\"lazyload img-responsive wp-image-1398343\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27862%27%20height%3D%27453%27%20viewBox%3D%270%200%20862%20453%27%3E%3Crect%20width%3D%27862%27%20height%3D%27453%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/07-jul-News-ARC-2026-200x105.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/07-jul-News-ARC-2026-400x210.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/07-jul-News-ARC-2026-600x315.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/07-jul-News-ARC-2026-800x420.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/07-jul-News-ARC-2026.png 862w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 862px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-margin-top:20px;--awb-margin-bottom:20px;--awb-margin-top-small:0px;--awb-margin-bottom-small:8px;--awb-font-size:var(--awb-typography3-font-size);\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;letter-spacing:var(--awb-typography3-letter-spacing);text-transform:var(--awb-typography3-text-transform);font-size:1em;--fontSize:20;line-height:1.2;\">Research Center Newsletter #16 | Our work on bias in 3D face models at ECCV and VivaTech, Report on Knowledge Graphs, AOM Sustainability Workshop<\/p><\/div><div class=\"sm-text-align-left\"><a class=\"fusion-button button-flat button-small button-default fusion-button-default button-3 fusion-button-default-span fusion-button-default-type cta-degrade card-hover-bt\" style=\"--awb-margin-top:30px;\" target=\"_self\" title=\"Research Center Newsletter #16 | Our work on bias in 3D face models at ECCV and VivaTech, Report on Knowledge Graphs, AOM Sustainability Workshop\" aria-label=\"Research Center Newsletter #16 | Our work on bias in 3D face models at ECCV and VivaTech, Report on Knowledge Graphs, AOM Sustainability Workshop\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-16-our-work-on-bias-in-3d-face-models-at-eccv-and-vivatech-report-on-knowledge-graphs-aom-sustainability-workshop\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read<\/span><\/a><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-21 fusion-flex-column fusion-column-inner-bg-wrapper post-card swiper-slide\" style=\"--awb-inner-bg-blend:overlay;--awb-inner-bg-size:cover;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-15-releasing-finance-corpus-for-llm-benchmark-our-work-on-food-labels-docid-for-generative-retrieval-at-seminars\/\" aria-label=\"Research Center Newsletter #15 | Releasing Finance Corpus for LLM benchmark, Our Work on Food Labels &#038; DocID for Generative Retrieval at Seminars\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-7 hover-type-none\" style=\"border-radius:8px;\"><img decoding=\"async\" width=\"862\" height=\"453\" alt=\"Research Center Newsletter #15 | Releasing Finance Corpus for LLM benchmark, Our Work on Food Labels &#038; DocID for Generative Retrieval at Seminars\" title=\"06 jun &#8211; News ARC &#8211; 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/06-jun-News-ARC-2026.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/06-jun-News-ARC-2026.png\" class=\"lazyload img-responsive wp-image-1320140\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27862%27%20height%3D%27453%27%20viewBox%3D%270%200%20862%20453%27%3E%3Crect%20width%3D%27862%27%20height%3D%27453%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/06-jun-News-ARC-2026-200x105.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/06-jun-News-ARC-2026-400x210.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/06-jun-News-ARC-2026-600x315.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/06-jun-News-ARC-2026-800x420.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/06-jun-News-ARC-2026.png 862w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 862px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-margin-top:20px;--awb-margin-bottom:20px;--awb-margin-top-small:0px;--awb-margin-bottom-small:8px;--awb-font-size:var(--awb-typography3-font-size);\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;letter-spacing:var(--awb-typography3-letter-spacing);text-transform:var(--awb-typography3-text-transform);font-size:1em;--fontSize:20;line-height:1.2;\">Research Center Newsletter #15 | Releasing Finance Corpus for LLM benchmark, Our Work on Food Labels &#038; DocID for Generative Retrieval at Seminars<\/p><\/div><div class=\"sm-text-align-left\"><a class=\"fusion-button button-flat button-small button-default fusion-button-default button-4 fusion-button-default-span fusion-button-default-type cta-degrade card-hover-bt\" style=\"--awb-margin-top:30px;\" target=\"_self\" title=\"Research Center Newsletter #15 | Releasing Finance Corpus for LLM benchmark, Our Work on Food Labels &#038; DocID for Generative Retrieval at Seminars\" aria-label=\"Research Center Newsletter #15 | Releasing Finance Corpus for LLM benchmark, Our Work on Food Labels &#038; DocID for Generative Retrieval at Seminars\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-15-releasing-finance-corpus-for-llm-benchmark-our-work-on-food-labels-docid-for-generative-retrieval-at-seminars\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read<\/span><\/a><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-22 fusion-flex-column fusion-column-inner-bg-wrapper post-card swiper-slide\" style=\"--awb-inner-bg-blend:overlay;--awb-inner-bg-size:cover;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-14-woodtapper-package-for-explainable-tree-based-models-published-at-joss-our-works-at-aistats-iclr-conferences\/\" aria-label=\"Research Center Newsletter #14 | Woodtapper package for explainable tree-based models published at JOSS, our works at AISTATS &#038; ICLR Conferences\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-8 hover-type-none\" style=\"border-radius:8px;\"><img decoding=\"async\" width=\"862\" height=\"453\" alt=\"Research Center Newsletter #14 | Woodtapper package for explainable tree-based models published at JOSS, our works at AISTATS &#038; ICLR Conferences\" title=\"05 may &#8211; News ARC &#8211; 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/05-may-News-ARC-2026.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/05-may-News-ARC-2026.png\" class=\"lazyload img-responsive wp-image-1228158\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27862%27%20height%3D%27453%27%20viewBox%3D%270%200%20862%20453%27%3E%3Crect%20width%3D%27862%27%20height%3D%27453%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/05-may-News-ARC-2026-200x105.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/05-may-News-ARC-2026-400x210.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/05-may-News-ARC-2026-600x315.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/05-may-News-ARC-2026-800x420.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/05-may-News-ARC-2026.png 862w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 862px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-12 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-margin-top:20px;--awb-margin-bottom:20px;--awb-margin-top-small:0px;--awb-margin-bottom-small:8px;--awb-font-size:var(--awb-typography3-font-size);\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;letter-spacing:var(--awb-typography3-letter-spacing);text-transform:var(--awb-typography3-text-transform);font-size:1em;--fontSize:20;line-height:1.2;\">Research Center Newsletter #14 | Woodtapper package for explainable tree-based models published at JOSS, our works at AISTATS &#038; ICLR Conferences<\/p><\/div><div class=\"sm-text-align-left\"><a class=\"fusion-button button-flat button-small button-default fusion-button-default button-5 fusion-button-default-span fusion-button-default-type cta-degrade card-hover-bt\" style=\"--awb-margin-top:30px;\" target=\"_self\" title=\"Research Center Newsletter #14 | Woodtapper package for explainable tree-based models published at JOSS, our works at AISTATS &#038; ICLR Conferences\" aria-label=\"Research Center Newsletter #14 | Woodtapper package for explainable tree-based models published at JOSS, our works at AISTATS &#038; ICLR Conferences\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-14-woodtapper-package-for-explainable-tree-based-models-published-at-joss-our-works-at-aistats-iclr-conferences\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read<\/span><\/a><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-23 fusion-flex-column fusion-column-inner-bg-wrapper post-card swiper-slide\" style=\"--awb-inner-bg-blend:overlay;--awb-inner-bg-size:cover;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-13-bert-as-a-judge-for-llm-rag-evaluation-eswc-paper-on-knowledge-graph-for-consulting-ecir-double-presentation\/\" aria-label=\"Research Center Newsletter #13 &#8211; BERT-as-a-Judge for LLM &#038; RAG evaluation, ESWC Paper on Knowledge Graph for Consulting, ECIR double presentation\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-9 hover-type-none\" style=\"border-radius:8px;\"><img decoding=\"async\" width=\"862\" height=\"453\" alt=\"Research Center Newsletter #13 &#8211; BERT-as-a-Judge for LLM &#038; RAG evaluation, ESWC Paper on Knowledge Graph for Consulting, ECIR double presentation\" title=\"04 apr &#8211; News ARC &#8211; 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/04-apr-News-ARC-2026.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/04-apr-News-ARC-2026.png\" class=\"lazyload img-responsive wp-image-1195777\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27862%27%20height%3D%27453%27%20viewBox%3D%270%200%20862%20453%27%3E%3Crect%20width%3D%27862%27%20height%3D%27453%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/04-apr-News-ARC-2026-200x105.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/04-apr-News-ARC-2026-400x210.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/04-apr-News-ARC-2026-600x315.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/04-apr-News-ARC-2026-800x420.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/04-apr-News-ARC-2026.png 862w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 862px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-13 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-margin-top:20px;--awb-margin-bottom:20px;--awb-margin-top-small:0px;--awb-margin-bottom-small:8px;--awb-font-size:var(--awb-typography3-font-size);\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;letter-spacing:var(--awb-typography3-letter-spacing);text-transform:var(--awb-typography3-text-transform);font-size:1em;--fontSize:20;line-height:1.2;\">Research Center Newsletter #13 &#8211; BERT-as-a-Judge for LLM &#038; RAG evaluation, ESWC Paper on Knowledge Graph for Consulting, ECIR double presentation<\/p><\/div><div class=\"sm-text-align-left\"><a class=\"fusion-button button-flat button-small button-default fusion-button-default button-6 fusion-button-default-span fusion-button-default-type cta-degrade card-hover-bt\" style=\"--awb-margin-top:30px;\" target=\"_self\" title=\"Research Center Newsletter #13 &#8211; BERT-as-a-Judge for LLM &#038; RAG evaluation, ESWC Paper on Knowledge Graph for Consulting, ECIR double presentation\" aria-label=\"Research Center Newsletter #13 &#8211; BERT-as-a-Judge for LLM &#038; RAG evaluation, ESWC Paper on Knowledge Graph for Consulting, ECIR double presentation\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-13-bert-as-a-judge-for-llm-rag-evaluation-eswc-paper-on-knowledge-graph-for-consulting-ecir-double-presentation\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read<\/span><\/a><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-24 fusion-flex-column fusion-column-inner-bg-wrapper post-card swiper-slide\" style=\"--awb-inner-bg-blend:overlay;--awb-inner-bg-size:cover;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-12-our-paper-on-encoder-training-iclr-new-phd-on-generative-retrieval-eurobert-as-foundation-for-jina-embeddings\/\" aria-label=\"Research Center Newsletter #12 &#8211; Our Paper on Encoder training @ICLR, New PhD on Generative Retrieval, EuroBERT as foundation for jina-embeddings\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-10 hover-type-none\" style=\"border-radius:8px;\"><img decoding=\"async\" width=\"862\" height=\"453\" alt=\"Research Center Newsletter #12 &#8211; Our Paper on Encoder training @ICLR, New PhD on Generative Retrieval, EuroBERT as foundation for jina-embeddings\" title=\"03 mar &#8211; News ARC &#8211; 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/03-mar-News-ARC-2026.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/03-mar-News-ARC-2026.png\" class=\"lazyload img-responsive wp-image-1114506\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27862%27%20height%3D%27453%27%20viewBox%3D%270%200%20862%20453%27%3E%3Crect%20width%3D%27862%27%20height%3D%27453%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/03-mar-News-ARC-2026-200x105.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/03-mar-News-ARC-2026-400x210.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/03-mar-News-ARC-2026-600x315.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/03-mar-News-ARC-2026-800x420.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/03-mar-News-ARC-2026.png 862w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 862px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-14 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-margin-top:20px;--awb-margin-bottom:20px;--awb-margin-top-small:0px;--awb-margin-bottom-small:8px;--awb-font-size:var(--awb-typography3-font-size);\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;letter-spacing:var(--awb-typography3-letter-spacing);text-transform:var(--awb-typography3-text-transform);font-size:1em;--fontSize:20;line-height:1.2;\">Research Center Newsletter #12 &#8211; Our Paper on Encoder training @ICLR, New PhD on Generative Retrieval, EuroBERT as foundation for jina-embeddings<\/p><\/div><div class=\"sm-text-align-left\"><a class=\"fusion-button button-flat button-small button-default fusion-button-default button-7 fusion-button-default-span fusion-button-default-type cta-degrade card-hover-bt\" style=\"--awb-margin-top:30px;\" target=\"_self\" title=\"Research Center Newsletter #12 &#8211; Our Paper on Encoder training @ICLR, New PhD on Generative Retrieval, EuroBERT as foundation for jina-embeddings\" aria-label=\"Research Center Newsletter #12 &#8211; Our Paper on Encoder training @ICLR, New PhD on Generative Retrieval, EuroBERT as foundation for jina-embeddings\" href=\"https:\/\/www.artefact.com\/de\/ressource-document\/research-center-newsletter-12-our-paper-on-encoder-training-iclr-new-phd-on-generative-retrieval-eurobert-as-foundation-for-jina-embeddings\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read<\/span><\/a><\/div><\/div><\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-9 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:40px;--awb-padding-right:80px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:40px;--awb-padding-right-small:5%;--awb-padding-bottom-small:0px;--awb-padding-left-small:5%;--awb-background-color:var(--awb-color2);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-25 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:82%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:40px;--awb-spacing-left-large:10px;--awb-width-medium:82%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:1;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-15 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">Transversal Research Fields<\/h3><\/div><div class=\"fusion-text fusion-text-7 fusion-text-no-margin\" style=\"--awb-content-alignment:center;--awb-text-color:var(--awb-color1);--awb-margin-bottom:0px;\"><p>With our unique positioning, we aim at addressing general challenges of AI, would it be on statistical modelling or management research.<br \/>\nThose questions are transversal to all our subjects and nurture our research.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-10 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right:80px;--awb-padding-bottom:40px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-right-small:5%;--awb-padding-bottom-small:60px;--awb-padding-left-small:5%;--awb-background-color:var(--awb-color2);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch fusion-flex-justify-content-space-evenly fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-26 fusion_builder_column_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-top:16px;--awb-padding-right:16px;--awb-padding-bottom:16px;--awb-padding-left:16px;--awb-overflow:hidden;--awb-bg-color:#252d48;--awb-bg-color-hover:#252d48;--awb-bg-image:linear-gradient(145deg, #001994CC 0%,#F7026ACC 100%);--awb-bg-size:cover;--awb-border-color:var(--awb-color1);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:8px 8px 8px 8px;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-top:10px;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-11 hover-type-none\"><img decoding=\"async\" width=\"80\" height=\"80\" alt=\"Control &amp; accountability\" title=\"reliability\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2024\/07\/reliability-e1721295845491.png\" class=\"lazyload img-responsive wp-image-121182\"\/><\/span><\/div><div class=\"fusion-title title fusion-title-16 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-right:10px;--awb-margin-left:10px;--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\"><p>Control &amp;<br \/>\naccountability<\/p><\/h3><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-font-size:var(--awb-custom_typography_2-font-size);--awb-line-height:var(--awb-custom_typography_2-line-height);--awb-letter-spacing:var(--awb-custom_typography_2-letter-spacing);--awb-text-transform:var(--awb-custom_typography_2-text-transform);--awb-text-color:var(--awb-color1);--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><ul>\n<li>Controllable Models with guarantees on predictions<\/li>\n<li>Interface with Demand planners<\/li>\n<li>Category Managers<\/li>\n<li>Decision by best model input: enforce reliable prediction even out of train set<\/li>\n<li>E.g.: Enforce monotony on input variables<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-27 fusion_builder_column_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-top:16px;--awb-padding-right:16px;--awb-padding-bottom:16px;--awb-padding-left:16px;--awb-overflow:hidden;--awb-bg-color:#252d48;--awb-bg-color-hover:#252d48;--awb-bg-image:linear-gradient(145deg, #001994CC 0%,#F7026ACC 100%);--awb-bg-size:cover;--awb-border-color:var(--awb-color1);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:8px 8px 8px 8px;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-margin-top-small:20px;--awb-spacing-right-small:0px;--awb-margin-bottom-small:20px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-top:10px;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-12 hover-type-none\"><img decoding=\"async\" width=\"80\" height=\"80\" alt=\"Explainability &amp; transparency\" title=\"Ease-of-use\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2024\/07\/Ease-of-use-e1721296791575.png\" class=\"lazyload img-responsive wp-image-121186\"\/><\/span><\/div><div class=\"fusion-title title fusion-title-17 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-right:10px;--awb-margin-left:10px;--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\"><p>Explainability<br \/>\n&amp; transparency<\/p><\/h3><\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-font-size:var(--awb-custom_typography_2-font-size);--awb-line-height:var(--awb-custom_typography_2-line-height);--awb-letter-spacing:var(--awb-custom_typography_2-letter-spacing);--awb-text-transform:var(--awb-custom_typography_2-text-transform);--awb-text-color:var(--awb-color1);--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><ul>\n<li>Interpretation of predictions<\/li>\n<li>Interface and visualization for non-technical users<\/li>\n<li>Adapt the models modules and components to m\u00e9tiers<\/li>\n<li>Visualization on understandable inputs, before feature engineering<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-28 fusion_builder_column_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-top:16px;--awb-padding-right:16px;--awb-padding-bottom:16px;--awb-padding-left:16px;--awb-overflow:hidden;--awb-bg-color:#252d48;--awb-bg-color-hover:#252d48;--awb-bg-image:linear-gradient(145deg, #001994CC 0%,#F7026ACC 100%);--awb-bg-size:cover;--awb-border-color:var(--awb-color1);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:8px 8px 8px 8px;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-margin-top-medium:40px;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-margin-top-small:0;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-top:10px;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-13 hover-type-none\"><img decoding=\"async\" width=\"80\" height=\"80\" alt=\"Bias &amp; uncertainty\" title=\"predicability\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2024\/07\/predicability-e1721296626412.png\" class=\"lazyload img-responsive wp-image-121185\"\/><\/span><\/div><div class=\"fusion-title title fusion-title-18 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-right:10px;--awb-margin-left:10px;--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\"><p>Bias &amp;<br \/>\nuncertainty<\/p><\/h3><\/div><div class=\"fusion-text fusion-text-10\" style=\"--awb-font-size:var(--awb-custom_typography_2-font-size);--awb-line-height:var(--awb-custom_typography_2-line-height);--awb-letter-spacing:var(--awb-custom_typography_2-letter-spacing);--awb-text-transform:var(--awb-custom_typography_2-text-transform);--awb-text-color:var(--awb-color1);--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><ul>\n<li>Enrich prediction for better decisions<\/li>\n<li>Non-symmetric uncertainty (vs Gaussian) needed by clients<\/li>\n<li>Adapted to time-series and assortment optimization<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-29 fusion_builder_column_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-top:16px;--awb-padding-right:16px;--awb-padding-bottom:16px;--awb-padding-left:16px;--awb-overflow:hidden;--awb-bg-color:#252d48;--awb-bg-color-hover:#252d48;--awb-bg-image:linear-gradient(145deg, #001994CC 0%,#F7026ACC 100%);--awb-bg-size:cover;--awb-border-color:var(--awb-color1);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:8px 8px 8px 8px;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-margin-top-medium:40px;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-margin-top-small:20px;--awb-spacing-right-small:0px;--awb-margin-bottom-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-top:10px;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-14 hover-type-none\"><img decoding=\"async\" width=\"80\" height=\"80\" alt=\"Obstacles &amp; accelerators of AI in business\" title=\"speed\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2024\/07\/speed-e1721296471270.png\" class=\"lazyload img-responsive wp-image-121184\"\/><\/span><\/div><div class=\"fusion-title title fusion-title-19 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-bottom-small:8px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:20;line-height:1.2;\">Obstacles &amp; accelerators of AI in business<\/h3><\/div><div class=\"fusion-text fusion-text-11\" style=\"--awb-font-size:var(--awb-custom_typography_2-font-size);--awb-line-height:var(--awb-custom_typography_2-line-height);--awb-letter-spacing:var(--awb-custom_typography_2-letter-spacing);--awb-text-transform:var(--awb-custom_typography_2-text-transform);--awb-text-color:var(--awb-color1);--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><ul>\n<li>Study of Organisations<\/li>\n<li>Top CAC 40 stakeholders and decision takers interviews<\/li>\n<li>Impact of AI ethics, fairness, interpretability<\/li>\n<li>Governance, standards and regulations for AI applications<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-11 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:40px;--awb-padding-right:80px;--awb-padding-bottom:40px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:40px;--awb-padding-right-small:0px;--awb-padding-bottom-small:40px;--awb-padding-left-small:0px;--awb-background-color:var(--awb-custom10);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-30 fusion_builder_column_4_5 4_5 fusion-flex-column\" style=\"--awb-padding-right-small:0%;--awb-padding-left-small:0%;--awb-bg-size:cover;--awb-width-large:80%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:80%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:calc( 0.05 * calc( 100% - 20px ) );--awb-spacing-left-small:calc( 0.05 * calc( 100% - 20px ) );\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-20 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:80px;--awb-margin-bottom-small:40px;\"><h2 class=\"fusion-title-heading title-heading-center awb-gradient-text fusion-responsive-typography-calculated\" style=\"margin:0;background-color:var(--awb-color8);background-image:linear-gradient(90deg, var(--awb-color8) 0%,var(--awb-color4) 70%);--fontSize:50;line-height:1.2;\">A full ecosystem bridging the gap between fundamental research and industry tangible applications.<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-31 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:1;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-15 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"569\" alt=\"A full ecosystem bridging the gap between fundamental research and industry tangible applications.\" title=\"plan de travail 3 1\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/plan-de-travail-3-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/plan-de-travail-3-1-1024x569.webp\" class=\"lazyload img-responsive wp-image-86270\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%272106%27%20height%3D%271170%27%20viewBox%3D%270%200%202106%201170%27%3E%3Crect%20width%3D%272106%27%20height%3D%271170%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/plan-de-travail-3-1-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/plan-de-travail-3-1-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/plan-de-travail-3-1-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/plan-de-travail-3-1-800x444.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2023\/12\/plan-de-travail-3-1-1200x667.webp 1200w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-sizes-top:1px;--awb-border-color:#E2E8F0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:80px;--awb-padding-top-medium:40px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:40px;--awb-background-color:var(--awb-color2);--awb-background-image:linear-gradient(148deg, var(--awb-custom_color_1) 18%,var(--awb-color4) 80%);--awb-flex-wrap:wrap;\" id=\"publications\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-32 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-padding-right-small:0px;--awb-bg-size:cover;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:60px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-margin-bottom-small:20px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-21 fusion-sep-none fusion-title-text fusion-title-size-two block_separator_white\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:50;line-height:1.2;\">A selection of our peer-reviewed papers, presented at top-tier AI conferences.<\/h2><\/div><div class=\"fusion-post-cards fusion-post-cards-2 awb-carousel awb-swiper awb-swiper-carousel awb-swiper-dots-position-bottom\" style=\"--awb-arrow-position-horizontal:4px;--awb-arrow-size:32px;--awb-arrow-box-width:40px;--awb-arrow-box-height:40px;--awb-arrow-bgcolor:var(--awb-color2);--awb-arrow-color:var(--awb-color1);--awb-arrow-border-radius-top-left:999px;--awb-arrow-border-radius-top-right:999px;--awb-arrow-border-radius-bottom-right:999px;--awb-arrow-border-radius-bottom-left:999px;--awb-dots-align:center;--awb-columns:2;--awb-active-filter-border-size:3px;--awb-filters-height:36px;--awb-margin-top:80px;--awb-column-spacing-small:20px;\" data-post-type-label=\"research center\" data-autoplay=\"yes\" data-autoplayspeed=\"2500\" data-autoplaypause=\"yes\" data-loop=\"yes\" data-columns=\"2\" data-itemmargin=\"40\" data-itemmargin-medium=\"40\" data-itemmargin-small=\"20\" data-itemwidth=\"180\" data-touchscroll=\"drag\" data-freemode=\"no\" data-imagesize=\"auto\" data-scrollitems=\"2\" data-scrollitems-medium=\"0\" data-scrollitems-small=\"0\" data-mousepointer=\"default\" data-layout=\"carousel\" data-centeredslides=\"no\" data-shadow=\"no\" data-speed=\"2500\" data-rotationangle=\"50\" data-depth=\"100\" data-columnssmall=\"1\"><div class=\"swiper-wrapper fusion-flex-align-items-stretch\"><div class=\"fusion_builder_column fusion-builder-column-33 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-22 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Can AI help with peer review in transplantation research?<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-16 hover-type-none\"><img decoding=\"async\" width=\"200\" height=\"90\" alt=\"ArXiv\" title=\"ArXiv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp\" class=\"lazyload img-responsive wp-image-1407846\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27135%27%20viewBox%3D%270%200%20300%20135%27%3E%3Crect%20width%3D%27300%27%20height%3D%27135%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-12 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>Journal of Medical Artificial Intelligence<\/p>\n<\/div><div class=\"fusion-text fusion-text-13 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 August 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-8 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Artefact_PITOR_edito_CharlesB-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-3 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-3 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-orig-src=\"\" width=\"\" height=\"\" alt=\"\" title=\"\" aria-label=\"\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-9 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-34 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-23 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Can AI help with peer review in transplantation research?<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-2 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-14 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>Journal of Medical Artificial Intelligence<\/p>\n<\/div><div class=\"fusion-text fusion-text-15 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 August 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-3 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-10 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Artefact_PITOR_edito_CharlesB-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-4 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-16 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Alexandre Loupy, Charles Brunet, Marc Raynaud<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-4 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-4 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_4]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-orig-src=\"\" width=\"\" height=\"\" alt=\"\" title=\"\" aria-label=\"\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-17 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-18 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>This editorial commentary analyzes the potential for deploying AI to evaluate transplantation research. Drawing on a recent validation study by Shen et al., we examine how large language models (LLMs) might mitigate human reviewer fatigue, inconsistency, and systemic bias. Encouragingly, open-weight AI architectures appear to exhibit no inherent affiliation bias. However, we highlight several limitations of the study, noting that benchmarking models against indirect metrics, such as journal impact quartiles, using fixed hyperparameters, and granting full-text access solely to RAG-based setups leave critical questions about their true editorial utility and generalizability unanswered. Finally, we propose a prospective framework in which AI serves as a supportive co-pilot for peer review of transplantation articles.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-35 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-24 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Bringing Domain Intelligence into Business Modeling: Executable Function Discovery via LLM-Guided Symbolic Search<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-5 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-18 hover-type-none\"><img decoding=\"async\" width=\"200\" height=\"90\" alt=\"ArXiv\" title=\"ArXiv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp\" class=\"lazyload img-responsive wp-image-1407846\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27135%27%20viewBox%3D%270%200%20300%20135%27%3E%3Crect%20width%3D%27300%27%20height%3D%27135%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-19 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>iAIMS2026<\/p>\n<\/div><div class=\"fusion-text fusion-text-20 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 November 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-6 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-21\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-5 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-5 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Sjtu-logo-standard-red-1.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"Sjtu-logo-standard-red\" aria-label=\"Sjtu-logo-standard-red\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sjtu_paris_elite_institute_of_technology-1.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"sjtu_paris_elite_institute_of_technology\" aria-label=\"sjtu_paris_elite_institute_of_technology\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-11 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-36 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-25 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Bringing Domain Intelligence into Business Modeling: Executable Function Discovery via LLM-Guided Symbolic Search<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-7 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-22 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>iAIMS2026<\/p>\n<\/div><div class=\"fusion-text fusion-text-23 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 November 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-8 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-9 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-19 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Bringing Domain Intelligence into Business Modeling: Executable Function Discovery via LLM-Guided Symbolic Search\" title=\"iaims_overview_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/iaims_overview_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/iaims_overview_result.webp\" class=\"lazyload img-responsive wp-image-1407902 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/iaims_overview_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/iaims_overview_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/iaims_overview_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/iaims_overview_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-24 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Jialiang Lu, Pengfei Zhang, Tianyu Cui, Yaohui Jin, Yi Lu<\/p>\n<\/div><div class=\"fusion-text fusion-text-25 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-6 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-6 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Sjtu-logo-standard-red-1.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_6]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Sjtu-logo-standard-red-1.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"Sjtu-logo-standard-red\" aria-label=\"Sjtu-logo-standard-red\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sjtu_paris_elite_institute_of_technology-1.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_6]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sjtu_paris_elite_institute_of_technology-1.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"sjtu_paris_elite_institute_of_technology\" aria-label=\"sjtu_paris_elite_institute_of_technology\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-26 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-27 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>In this work, we introduce a dual-agent Large Language Model (LLM) framework designed to break through the rigid function-specification bottlenecks inherent in modern business modeling. Evaluated on Marketing Mix Modeling (MMM) Adstock discovery, the system moves beyond fixed parametric templates by enabling LLM agents to generate executable, parameterized structural hypotheses while system services handle deterministic parameter optimization and execution. The architecture deploys a staged calibration pipeline\u2014isolating shared temporal baseline effects before discovering channel-specific lag-response formulas\u2014to prevent global trend confounding and overcome cold-start issues.<\/p>\n<p>Post-discovery qualitative analysis confirms that the newly uncovered Search and Print Adstock curves align seamlessly with established advertising literature, offering highly interpretable, channel-specific modeling assets without sacrificing computational rigor.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-37 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-26 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">LEDGER: A Long-Context Benchmark of Corporate Annual Reports for Grounded Financial Retrieval and Extraction<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-10 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-20 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"LEDGER: A Long-Context Benchmark of Corporate Annual Reports for Grounded Financial Retrieval and Extraction\" title=\"cikm\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm.webp\" class=\"lazyload img-responsive wp-image-1406279\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-28 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>CIKM<\/p>\n<\/div><div class=\"fusion-text fusion-text-29 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 November 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-11 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-12 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/LEDGER_CIKM-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-13 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/LEDGER\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-14 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/artefactory\/ledger\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-30\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-7 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-7 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ardian_Logo-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"Ardian_Logo\" aria-label=\"Ardian_Logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-15 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-3 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-38 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-27 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">LEDGER: A Long-Context Benchmark of Corporate Annual Reports for Grounded Financial Retrieval and Extraction<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-12 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-21 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"cikm\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm.webp\" alt class=\"lazyload img-responsive wp-image-1406279\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cikm.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-13 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-31 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>CIKM<\/p>\n<\/div><div class=\"fusion-text fusion-text-32 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 November 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-14 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-16 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/LEDGER_CIKM-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-17 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/LEDGER\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-18 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/artefactory\/ledger\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-15 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-22 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"LEDGER: A Long-Context Benchmark of Corporate Annual Reports for Grounded Financial Retrieval and Extraction\" title=\"overview_ledger_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_ledger_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_ledger_result.webp\" class=\"lazyload img-responsive wp-image-1407901 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_ledger_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_ledger_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_ledger_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_ledger_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-33 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-34 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Amaury de Vitry, Arthur Garnier, Charles Moslonka, Emmanuel Malherbe, Hicham Randrianarivo<\/p>\n<\/div><div class=\"fusion-text fusion-text-35 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-8 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-8 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_8]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_8]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_8]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ardian_Logo-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_8]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ardian_Logo-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"Ardian_Logo\" aria-label=\"Ardian_Logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-36 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-37 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>This massive open-source corpus features 4,999 fully digitized, visually dense corporate annual reports, labeled with over 118,000 consolidated financial KPIs and is now fully available in open source for both academics and practitioners.<\/p>\n<p>Financial reporting is a natural testbed for large language models, but until now, most public resources have reduced this complex challenge to short, plain-text SEC filings. To reflect the true reality of financial analysis, we partnered with Ardian to build LEDGER, a research project bridging the gap between academic innovation and practical financial industry needs. By providing full documents with figures, tables, and narratives \u2013 totaling over 630 million tokens \u2013 LEDGER empowers the community to rigorously evaluate the very-long-context extraction and retrieval capabilities of modern LLMs on realistic, high-stakes data.<\/p>\n<p>LEDGER introduces three benchmark tasks spanning the difficulty spectrum: pure page-level KPI retrieval, conversational \"needle-in-a-haystack\" single-value lookup in a full 100 pages report, and comprehensive multi-KPI extraction. Beyond benchmarking, we also demonstrate the dataset's broader research utility by successfully linking CEO-letter rhetoric to post-publication market impact and earnings surprises. This release includes a complete extraction, validation, and scoring toolchain for the community to use. In particular, the automated data-set labeling and extraction can be easily extended to reports in other languages.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-39 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-28 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">When does reasonning matter? A controlled study of reasining&#8217;s contribution to model performance.<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-16 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-23 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"When does reasonning matter? A controlled study of reasining&#8217;s contribution to model performance.\" title=\"emnlp\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp.webp\" class=\"lazyload img-responsive wp-image-1406273\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-38 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>EMNLP<\/p>\n<\/div><div class=\"fusion-text fusion-text-39 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-17 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-19 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Hippo_reasoning-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default 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aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-40\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-9 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-9 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" 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style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-4 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-40 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-29 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">When does reasonning matter? A controlled study of reasining&#8217;s contribution to model performance.<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-18 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-24 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"emnlp\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp.webp\" alt class=\"lazyload img-responsive wp-image-1406273\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/emnlp.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-19 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-41 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>EMNLP<\/p>\n<\/div><div class=\"fusion-text fusion-text-42 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-20 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-22 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Hippo_reasoning-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-23 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/scale-or-reason\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-21 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-25 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"When does reasonning matter? A controlled study of reasining&#8217;s contribution to model performance.\" title=\"emnlp_overview_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/emnlp_overview_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/emnlp_overview_result.webp\" class=\"lazyload img-responsive wp-image-1407900 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/emnlp_overview_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/emnlp_overview_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/emnlp_overview_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/emnlp_overview_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-43 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-44 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>C\u00e9line Hudelot, Hippolyte Gisserot-Boukhlef, Kevin El-Haddad, Nicolas Boizard, Pierre Colombo<\/p>\n<\/div><div class=\"fusion-text fusion-text-45 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-10 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-10 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_10]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_10]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_10]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_10]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_10]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"equall\" aria-label=\"equall\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-46 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-47 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>The emergence of reasoning models, capable of generating extended reasoning traces before producing a final answer, has reshaped our understanding of how to improve language model performance. With the success of inference-time scaling, it has become clear that increasing the amount of computation at inference can yield substantial gains, leading some to question whether scaling model parameters remains the most effective path forward.<\/p>\n<p>In this paper, we revisit this question through a carefully controlled, compute-equivalent experimental study. We compare models ranging from 0.5B to 14B parameters, systematically varying both model scale and inference budget while keeping the overall computational cost constant. Our results show that, although reasoning-enabled models consistently produce higher-quality outputs than standard models of the same size, increasing model scale remains Pareto-optimal across both training and inference budgets. In other words, under an equivalent compute budget, scaling model parameters continues to be the most effective and efficient way to improve performance, despite the impressive capabilities unlocked by reasoning.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-41 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-30 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">BidirLM: From Text to Omnimodal Bidirectional Encoders by Adapting and Composing Causal LLMs<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-22 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-26 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"BidirLM: From Text to Omnimodal Bidirectional Encoders by Adapting and Composing Causal LLMs\" title=\"colm\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" class=\"lazyload img-responsive wp-image-1406278\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-48 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>COLM<\/p>\n<\/div><div class=\"fusion-text fusion-text-49 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-23 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-24 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Hippolyte_bidirLM.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-25 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Revisited-BidirLM_BERTJudge_eBay.pptx.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-26 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/BidirLM\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-50\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-11 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-11 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-27 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-5 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-42 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-31 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">BidirLM: From Text to Omnimodal Bidirectional Encoders by Adapting and Composing Causal LLMs<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-24 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-27 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"colm\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" alt class=\"lazyload img-responsive wp-image-1406278\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-25 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-51 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>COLM<\/p>\n<\/div><div class=\"fusion-text fusion-text-52 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-26 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-28 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Hippolyte_bidirLM.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-29 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Revisited-BidirLM_BERTJudge_eBay.pptx.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-30 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/BidirLM\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-27 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-28 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"BidirLM: From Text to Omnimodal Bidirectional Encoders by Adapting and Composing Causal LLMs\" title=\"bidirlm_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bidirlm_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bidirlm_result.webp\" class=\"lazyload img-responsive wp-image-1407899 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bidirlm_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bidirlm_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bidirlm_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bidirlm_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-53 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-54 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>C\u00e9line Hudelot, Hippolyte Gisserot-Boukhlef, Nicolas Boizard, Pierre Colombo, Th\u00e9o Deschamps-Berger<\/p>\n<\/div><div class=\"fusion-text fusion-text-55 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-12 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-12 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_12]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_12]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_12]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_12]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-56 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-57 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>This work introduces an effective framework for transforming causal language models into high-performing omnimodal encoders through bidirectional adaptation and model merging. The approach unlocks the representational power of the vast ecosystem of decoder-only models, enabling strong bidirectional embeddings that remain essential for a wide range of applications, including Retrieval-Augmented Generation (RAG).<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-43 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-32 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">BERT-as-a-Judge: A Robust Alternative to Lexical Methods for Efficient Reference-Based LLM Evaluation<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-28 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-29 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"BERT-as-a-Judge: A Robust Alternative to Lexical Methods for Efficient Reference-Based LLM Evaluation\" title=\"colm\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" class=\"lazyload img-responsive wp-image-1406278\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-58 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>COLM<\/p>\n<\/div><div class=\"fusion-text fusion-text-59 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-29 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-31 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/BERT_as_a_Judge-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-32 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/BERT-as-a-Judge\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-33 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/BERTJudge.pptx.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-34 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/artefactory\/bert-as-a-judge\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-60\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-13 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-13 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-35 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-6 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-44 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-33 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">BERT-as-a-Judge: A Robust Alternative to Lexical Methods for Efficient Reference-Based LLM Evaluation<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-30 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-30 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"colm\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" alt class=\"lazyload img-responsive wp-image-1406278\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-31 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-61 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>COLM<\/p>\n<\/div><div class=\"fusion-text fusion-text-62 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-32 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-36 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/BERT_as_a_Judge-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-37 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/BERT-as-a-Judge\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-38 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/BERTJudge.pptx.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-39 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/artefactory\/bert-as-a-judge\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-33 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-31 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"BERT-as-a-Judge: A Robust Alternative to Lexical Methods for Efficient Reference-Based LLM Evaluation\" title=\"bert-judge_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bert-judge_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bert-judge_result.webp\" class=\"lazyload img-responsive wp-image-1407898 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bert-judge_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bert-judge_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bert-judge_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/bert-judge_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-63 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-64 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>C\u00e9line Hudelot, Emmanuel Malherbe, Hippolyte Gisserot-Boukhlef, Nicolas Boizard, Pierre Colombo<\/p>\n<\/div><div class=\"fusion-text fusion-text-65 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-14 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-14 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_14]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_14]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_14]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_14]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-66 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-67 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Evaluating generative outputs has long been challenging, traditionally relying on rigid lexical methods to extract and assess answers. While recent LLM-as-a-Judge approaches overcome this limitation by emphasizing semantic correctness, they introduce significant computational overhead, making evaluation increasingly costly.<\/p>\n<p>In this work, we conduct a large-scale empirical study spanning 36 models and 15 downstream tasks, systematically exposing the limitations of lexical evaluation methods. We show that these heuristics correlate poorly with human judgments and can significantly distort model rankings, in part because they conflate true problem-solving ability with superficial formatting constraints.<\/p>\n<p>To address these issues, we introduce BERT-as-a-Judge, an encoder-driven approach for evaluating answer correctness in reference-based generative settings, such as standalone LLMs, RAG systems, or agentic frameworks. Our method is robust to variations in phrasing, consistently outperforms lexical baselines, and achieves performance comparable to much larger LLM-based judges, while being significantly more efficient. To encourage adoption, we provide a package that allows practitioners to train custom evaluators on their own data.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-45 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-34 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Discovering Geometric Biases in 3D Face Reconstruction: A Curvature-Aware Spectral Framework for Fairness Evaluation<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-34 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-32 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Discovering Geometric Biases in 3D Face Reconstruction: A Curvature-Aware Spectral Framework for Fairness Evaluation\" title=\"eccv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv.webp\" class=\"lazyload img-responsive wp-image-1406276\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-68 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECCV<\/p>\n<\/div><div class=\"fusion-text fusion-text-69 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-35 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-40 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/3DMM_bias.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-41 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/3dface-fairness\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-42 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Poster_ECCV_Veronika_Shilova.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-70\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-15 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-15 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/IMT-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"IMT\" aria-label=\"IMT\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/oreal_r_n_i-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"oreal_r_n_i\" aria-label=\"oreal_r_n_i\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/logo-universite-toulouse-1.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"logo-universite-toulouse\" aria-label=\"logo-universite-toulouse\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/inria-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"inria\" aria-label=\"inria\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-43 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-7 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-46 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-35 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Discovering Geometric Biases in 3D Face Reconstruction: A Curvature-Aware Spectral Framework for Fairness Evaluation<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-36 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-33 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"eccv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv.webp\" alt class=\"lazyload img-responsive wp-image-1406276\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eccv.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-37 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-71 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECCV<\/p>\n<\/div><div class=\"fusion-text fusion-text-72 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-38 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-44 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/3DMM_bias.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-45 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/3dface-fairness\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-46 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Poster_ECCV_Veronika_Shilova.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-39 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-34 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Discovering Geometric Biases in 3D Face Reconstruction: A Curvature-Aware Spectral Framework for Fairness Evaluation\" title=\"3dmm-overview-figure_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/3dmm-overview-figure_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/3dmm-overview-figure_result.webp\" class=\"lazyload img-responsive wp-image-1407897 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/3dmm-overview-figure_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/3dmm-overview-figure_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/3dmm-overview-figure_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/3dmm-overview-figure_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-73 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-74 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Emmanuel Malherbe, Giovanni Palma, Jean-Michel Loubes, Laurent Risser, Panagiotis-Alexandros Bokaris, Veronika Shilova<\/p>\n<\/div><div class=\"fusion-text fusion-text-75 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-16 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-16 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/IMT-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_16]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/IMT-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"IMT\" aria-label=\"IMT\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/oreal_r_n_i-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_16]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/oreal_r_n_i-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"oreal_r_n_i\" aria-label=\"oreal_r_n_i\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/logo-universite-toulouse-1.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_16]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/logo-universite-toulouse-1.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"logo-universite-toulouse\" aria-label=\"logo-universite-toulouse\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/inria-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_16]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/inria-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"inria\" aria-label=\"inria\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-76 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-77 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>The core question this paper address is: Can we really trust a 3D face-reconstruction model to treat everyone equally? This matters because 3D face reconstruction models are classified as high-risk under the EU AI Act, yet they have never undergone a comprehensive fairness evaluation \u2014 until now. Beyond fairness diagnosis, our metric points toward a concrete path for building models whose reconstructions are perceived as more accurate, thereby achieving better alignment with human perception than conventional measures.<\/p>\n<p>We presented new 3D reconstruction error metric based on surface curvature and discussed its implications with fellow researchers. We integrated this metric into a novel spectral framework that analyzes the curvature of the reconstructed surface and produces fine-grained localized error maps that reveal exactly where a model underperforms. Applied to widely used 3D Morphable Models, it uncovers systematic age-related biases, along with preliminary evidence of gender- and ethnicity-related disparities. The framework opens the way to more accurate and fairer face reconstruction models by leveraging our metric during the training.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-47 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-36 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">EuroLLM-22B: Technical Report<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-40 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-35 hover-type-none\"><img decoding=\"async\" width=\"200\" height=\"90\" alt=\"ArXiv\" title=\"ArXiv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp\" class=\"lazyload img-responsive wp-image-1407846\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27135%27%20viewBox%3D%270%200%20300%20135%27%3E%3Crect%20width%3D%27300%27%20height%3D%27135%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-78 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>arxiv<\/p>\n<\/div><div class=\"fusion-text fusion-text-79 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Februar 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-41 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-47 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Hippolyte-eurollm-22b.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-48 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/blog\/eurollm-team\/eurollm-22b\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-80\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-17 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-17 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/instituto-telecomunicacoes-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"instituto-telecomunicacoes\" aria-label=\"instituto-telecomunicacoes\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2740%27%20height%3D%2780%27%20viewBox%3D%270%200%2040%2080%27%3E%3Crect%20width%3D%2740%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universidade_Lisboa_logo-2.webp\" width=\"40\" height=\"80\" alt=\"\" title=\"Universidade_Lisboa_logo\" aria-label=\"Universidade_Lisboa_logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-49 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-8 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-48 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-37 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">EuroLLM-22B: Technical Report<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-42 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-81 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>arxiv<\/p>\n<\/div><div class=\"fusion-text fusion-text-82 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Februar 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-43 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-50 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Hippolyte-eurollm-22b.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-51 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/blog\/eurollm-team\/eurollm-22b\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-44 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-36 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"EuroLLM-22B: Technical Report\" title=\"eurollm_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurollm_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurollm_result.webp\" class=\"lazyload img-responsive wp-image-1407896 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurollm_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurollm_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurollm_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurollm_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-83 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Duarte M. Alves, Hippolyte Gisserot-Boukhlef, Miguel Moura Ramos<\/p>\n<\/div><div class=\"fusion-text fusion-text-84 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-18 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-18 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_18]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_18]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_18]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/instituto-telecomunicacoes-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_18]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/instituto-telecomunicacoes-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"instituto-telecomunicacoes\" aria-label=\"instituto-telecomunicacoes\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universidade_Lisboa_logo-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_18]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2740%27%20height%3D%2780%27%20viewBox%3D%270%200%2040%2080%27%3E%3Crect%20width%3D%2740%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universidade_Lisboa_logo-2.webp\" width=\"40\" height=\"80\" alt=\"\" title=\"Universidade_Lisboa_logo\" aria-label=\"Universidade_Lisboa_logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-85 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-86 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>EuroLLM-22B is fully open source and specialized in European languages, supporting all 24 official EU languages. Built by Europeans and tailored for European use cases, it represents a major step forward for open, multilingual AI developed within Europe.<\/p>\n<p>The model achieves state-of-the-art performance on multilingual tasks in the open-source category and comes close to strong, similarly sized open-weight models developed in industry. Its results are particularly impressive in machine translation, where it sets a new bar for open models.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-49 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-38 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Repr\u00e9sentations sociales de l\u2019IA chez les professionnels du secteur des services<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-45 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-37 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Repr\u00e9sentations sociales de l\u2019IA chez les professionnels du secteur des services\" title=\"rfg\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg.webp\" class=\"lazyload img-responsive wp-image-1406266\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-87 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>Revue fran\u00e7aise de gestion<\/p>\n<\/div><div class=\"fusion-text fusion-text-88 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Januar 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-46 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-52 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Lara-RFG-Representations-sociales-de-l_IA.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-89\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-19 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-19 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2785%27%20height%3D%2780%27%20viewBox%3D%270%200%2085%2080%27%3E%3Crect%20width%3D%2785%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CRG-2.webp\" width=\"85\" height=\"80\" alt=\"\" title=\"CRG\" aria-label=\"CRG\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2762%27%20height%3D%2780%27%20viewBox%3D%270%200%2062%2080%27%3E%3Crect%20width%3D%2762%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecole_polytechnique-2.webp\" width=\"62\" height=\"80\" alt=\"\" title=\"ecole_polytechnique\" aria-label=\"ecole_polytechnique\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Institut_polytechnique_de_Paris_logo-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"Institut_polytechnique_de_Paris_logo\" aria-label=\"Institut_polytechnique_de_Paris_logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-53 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-9 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-50 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-39 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Repr\u00e9sentations sociales de l\u2019IA chez les professionnels du secteur des services<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-47 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-38 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"rfg\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg.webp\" alt class=\"lazyload img-responsive wp-image-1406266\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/rfg.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-48 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-90 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>Revue fran\u00e7aise de gestion<\/p>\n<\/div><div class=\"fusion-text fusion-text-91 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Januar 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-49 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-54 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Lara-RFG-Representations-sociales-de-l_IA.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-50 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-92 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-93 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>C\u00e9cile Chamaret, Lara Abdel Halim<\/p>\n<\/div><div class=\"fusion-text fusion-text-94 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-20 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-20 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CRG-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_20]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2785%27%20height%3D%2780%27%20viewBox%3D%270%200%2085%2080%27%3E%3Crect%20width%3D%2785%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CRG-2.webp\" width=\"85\" height=\"80\" alt=\"\" title=\"CRG\" aria-label=\"CRG\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecole_polytechnique-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_20]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2762%27%20height%3D%2780%27%20viewBox%3D%270%200%2062%2080%27%3E%3Crect%20width%3D%2762%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecole_polytechnique-2.webp\" width=\"62\" height=\"80\" alt=\"\" title=\"ecole_polytechnique\" aria-label=\"ecole_polytechnique\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Institut_polytechnique_de_Paris_logo-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_20]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Institut_polytechnique_de_Paris_logo-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"Institut_polytechnique_de_Paris_logo\" aria-label=\"Institut_polytechnique_de_Paris_logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-95 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-96 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>In the private sector, successful AI integration depends less on overcoming employee \"resistance\" and far more on reconciling contrasting social representations of technology across different levels of personal involvement. Grounded in central core theory and a survey of 150 service professionals in France, this research reveals a sharp divergence in how employees perceive and project AI into their daily work. Highly involved professionals deploy an instrumental rationality centered on technical capabilities (e.g., machine learning, LLMs, predictive models) and long-term strategic transformation. In contrast, less involved workers exhibit a social rationality focused on immediate productivity gains and reactive efficiency, while harboring normative fears over job displacement, algorithmic dominance, and human replacement.<\/p>\n<p>This cognitive rift reframes the managerial challenge from simply enforcing adoption to establishing a collective, sovereign deliberation over where AI truly adds organizational value. Rather than treating less involved employees' skepticism as irrational pushback, leadership must leverage their social concerns as vital sensors for human, ethical, and operational risks. By moving away from purely techno-economic hype and establishing cross-functional governance alongside reversible, social-impact pilot programs, organizations can transition from passive technology absorption to a co-constructed \"re-humanized employee\" model that balances algorithmic efficiency with core human expertise.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-51 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-40 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">A Knowledge Graph\u2013Driven Enterprise Search System for Consulting Activities<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-51 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-40 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"A Knowledge Graph\u2013Driven Enterprise Search System for Consulting Activities\" title=\"eswc\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1.webp\" class=\"lazyload img-responsive wp-image-1406272\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-97 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ESCW<\/p>\n<\/div><div class=\"fusion-text fusion-text-98 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-52 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-55 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ESWC_Orel-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-56 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Knowledge-Graph\u2013Driven-Enterprise-Search-System-for-Consulting-Activities-1.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-21 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-21 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-orig-src=\"\" width=\"\" height=\"\" alt=\"\" title=\"\" aria-label=\"\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-57 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-10 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-52 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-41 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">A Knowledge Graph\u2013Driven Enterprise Search System for Consulting Activities<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-53 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-41 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"eswc\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1.webp\" alt class=\"lazyload img-responsive wp-image-1406272\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/eswc-1.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-54 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-99 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ESCW<\/p>\n<\/div><div class=\"fusion-text fusion-text-100 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-55 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-58 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ESWC_Orel-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-59 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Knowledge-Graph\u2013Driven-Enterprise-Search-System-for-Consulting-Activities-1.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-56 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-42 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"A Knowledge Graph\u2013Driven Enterprise Search System for Consulting Activities\" title=\"eswc_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eswc_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eswc_result.webp\" class=\"lazyload img-responsive wp-image-1407895 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eswc_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eswc_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eswc_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eswc_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-101 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-102 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Armita Khajeh Nassiri, Emmanuel Malherbe, Florence Benezit, Michael V\u00f6lske, Orel Mazor<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-22 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-22 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_22]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-orig-src=\"\" width=\"\" height=\"\" alt=\"\" title=\"\" aria-label=\"\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-103 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-104 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>This work has focused on a practical use case of ontology and knowledge graphs: making an enterprise knowledge easily discoverable and accessible, although the data originates from various sources and is natively not structured. This challenge is particularly salient at Artefact. Preparing commercial proposals often requires navigating large volumes of information embedded in lengthy presentations and documents that are difficult to search, yet critical to reuse. At the same time, efficiently mobilizing this knowledge is essential to respond to new client needs with speed and precision.<\/p>\n<p>Our approach combines business expertise with the capabilities of LLMs. We first formalize key business concepts such as tools, teams, and sectors in a consulting context then leverage LLMs to extract this information from raw documents written in natural language, often enriched with visual content.This process enables us to index documents into a knowledge graph that can be easily queried by users. With this initial implementation, we are already observing clear improvements in information retrieval and reuse.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-53 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-42 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">WoodTapper: a Python package for explaining decision tree ensembles<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-57 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-43 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"WoodTapper: a Python package for explaining decision tree ensembles\" title=\"joss\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp\" class=\"lazyload img-responsive wp-image-1406267\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-105 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>JOSS<\/p>\n<\/div><div class=\"fusion-text fusion-text-106 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-58 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-60 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/JOSS_Woodtapper-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-61 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/woodtapper\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-107\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-23 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-23 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27118%27%20height%3D%2780%27%20viewBox%3D%270%200%20118%2080%27%3E%3Crect%20width%3D%27118%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lpsm-2.webp\" width=\"118\" height=\"80\" alt=\"\" title=\"lpsm\" aria-label=\"lpsm\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/societe-generale-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"societe-generale\" aria-label=\"societe-generale\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27198%27%20height%3D%2780%27%20viewBox%3D%270%200%20198%2080%27%3E%3Crect%20width%3D%27198%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sorbonne_universite_0-2.webp\" width=\"198\" height=\"80\" alt=\"\" title=\"sorbonne_universite_0\" aria-label=\"sorbonne_universite_0\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-62 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-11 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-54 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-43 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">WoodTapper: a Python package for explaining decision tree ensembles<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-59 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-44 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"joss\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp\" alt class=\"lazyload img-responsive wp-image-1406267\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-60 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-108 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>JOSS<\/p>\n<\/div><div class=\"fusion-text fusion-text-109 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-61 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-63 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/JOSS_Woodtapper-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-64 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/woodtapper\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-62 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-45 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"WoodTapper: a Python package for explaining decision tree ensembles\" title=\"woodtapper_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/woodtapper_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/woodtapper_result.webp\" class=\"lazyload img-responsive wp-image-1407894 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/woodtapper_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/woodtapper_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/woodtapper_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/woodtapper_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-110 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-111 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Abdoulaye Sakho, Carl-Erik Gauthier, Emmanuel Malherbe, Erwan Scornet, J. Aouad<\/p>\n<\/div><div class=\"fusion-text fusion-text-112 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-24 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-24 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lpsm-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_24]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27118%27%20height%3D%2780%27%20viewBox%3D%270%200%20118%2080%27%3E%3Crect%20width%3D%27118%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lpsm-2.webp\" width=\"118\" height=\"80\" alt=\"\" title=\"lpsm\" aria-label=\"lpsm\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/societe-generale-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_24]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/societe-generale-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"societe-generale\" aria-label=\"societe-generale\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sorbonne_universite_0-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_24]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27198%27%20height%3D%2780%27%20viewBox%3D%270%200%20198%2080%27%3E%3Crect%20width%3D%27198%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sorbonne_universite_0-2.webp\" width=\"198\" height=\"80\" alt=\"\" title=\"sorbonne_universite_0\" aria-label=\"sorbonne_universite_0\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-113 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-114 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>WoodTapper is an open-source Python toolbox that helps researchers and data scientists bring transparency and explainability to tree ensemble models: random forests or boosting models. These ensemble models are complex models that often yield strong accuracy, but their opacity can pose challenges for accountability, trust and compliance. While they can be used in high-stakes settings such as healthcare, marketing or even finance which is a highly regulated sector, they remain black box models. WoodTapper makes it easier to understand, analyze, and communicate how models like Random Forests, Gradient Boosted Trees, and ExtraTrees make decisions.<\/p>\n<p>What WoodTapper offers:<\/p>\n<p>Rule extraction from tree ensembles: Transform complex models into a concise sequence of human-readable rules based on features and thresholds.<\/p>\n<p>Example-based explanations: Link predictions to a small set of similar, representative samples,returned with their target values for context.<\/p>\n<p>Full compatibility with scikit-learn tree ensemble models.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-55 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-44 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">A Systematic Analysis of Chunking Strategies for Reliable Agentic Question Answering<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-63 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-46 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"A Systematic Analysis of Chunking Strategies for Reliable Agentic Question Answering\" title=\"ecir\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp\" class=\"lazyload img-responsive wp-image-1406275\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-115 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECIR<\/p>\n<\/div><div class=\"fusion-text fusion-text-116 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 M\u00e4rz 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-64 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-65 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Chunking_ECIR.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default 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style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ECIR_Chunking.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-117\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-25 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-25 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-67 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" 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button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-12 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-56 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-45 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">A Systematic Analysis of Chunking Strategies for Reliable Agentic Question Answering<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-65 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-47 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"ecir\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp\" alt class=\"lazyload img-responsive wp-image-1406275\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-66 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-118 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECIR<\/p>\n<\/div><div class=\"fusion-text fusion-text-119 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 M\u00e4rz 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-67 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-68 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Chunking_ECIR.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-69 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ECIR_Chunking.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-68 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-48 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"A Systematic Analysis of Chunking Strategies for Reliable Agentic Question Answering\" title=\"overview_chunking_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_chunking_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_chunking_result.webp\" class=\"lazyload img-responsive wp-image-1407893 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_chunking_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_chunking_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_chunking_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_chunking_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-120 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-121 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Charles Moslonka, Sofia Bennani<\/p>\n<\/div><div class=\"fusion-text fusion-text-122 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-26 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-26 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_26]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_26]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_26]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-123 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-124 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Retrieval-Augmented Generation (RAG) has become a standard in the industry. It enables an LLM to answer domain-specific questions using a corpus of private, potentially confidential, documents. A foundational step when implementing it is document segmentation, necessary to insert the chunks into the LLM context window. In practice, this chunking is often left to heuristics. Our work challenges these \u201crules of thumb\u201d by conducting a rigorous, end-to-end evaluation of chunking methods, sizes, and context lengths using a standard production setup (SPLADE retrieval + Ministral-8B).<\/p>\n<p>Our findings provide actionable, cost-saving defaults for deploying reliable agents. Contrary to popular belief, we find that chunk overlap offers no measurable benefit while inflating indexing costs. We also demonstrate that simple sentence chunking is often the most cost-effective method, matching the performance of semantic chunking in most scenarios.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-57 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-46 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Learned Hallucination Detection in Black-Box LLMs using Token-level Entropy Production Rate<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-69 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-49 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Learned Hallucination Detection in Black-Box LLMs using Token-level Entropy Production Rate\" title=\"ecir\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp\" class=\"lazyload img-responsive wp-image-1406275\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-125 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECIR<\/p>\n<\/div><div class=\"fusion-text fusion-text-126 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 M\u00e4rz 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-70 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-70 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Entropy_ECIR-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-71 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/artefactual\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-72 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ECIR_entropy.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-73 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/papers\/2509.04492\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-127\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-27 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-27 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ardian_Logo-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"Ardian_Logo\" aria-label=\"Ardian_Logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-74 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-13 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-58 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-47 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Learned Hallucination Detection in Black-Box LLMs using Token-level Entropy Production Rate<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-71 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-50 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"ecir\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp\" alt class=\"lazyload img-responsive wp-image-1406275\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecir.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-72 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-128 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECIR<\/p>\n<\/div><div class=\"fusion-text fusion-text-129 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 M\u00e4rz 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-73 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-75 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Entropy_ECIR-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-76 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/artefactual\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-77 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ECIR_entropy.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-78 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/papers\/2509.04492\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-74 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-51 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Learned Hallucination Detection in Black-Box LLMs using Token-level Entropy Production Rate\" title=\"overview_entropy_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_entropy_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_entropy_result.webp\" class=\"lazyload img-responsive wp-image-1407892 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_entropy_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_entropy_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_entropy_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_entropy_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-130 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-131 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Arthur Garnier, Charles Moslonka, Emmanuel Malherbe, Hicham Randrianarivo<\/p>\n<\/div><div class=\"fusion-text fusion-text-132 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-28 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-28 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_28]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_28]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_28]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ardian_Logo-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_28]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ardian_Logo-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"Ardian_Logo\" aria-label=\"Ardian_Logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-133 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-134 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>This work tackles one of the biggest challenges in LLM deployment: their tendency to hallucinate. The core problem being that many detection methods are impractical, requiring deep model access or numerous (and expensive) API calls. Our solution: a lightweight, single-pass and real-time applicable method that works with the constraints of real-world APIs.<\/p>\n<p>Building on a concept of Entropy Production Rate backed by information theory to measure the model's uncertainty from the top token probabilities available, we derived a supervised indicator: the Weighted Entropy Production Rate (WEPR), which learns to weigh the uncertainty signals associated with each potential next word.<\/p>\n<p>Our experiments show that WEPR outperforms existing methods on several QA datasets. Even more remarkable, it provides a token-level score, allowing us to highlight the exact words in a sentence that are most likely to be hallucinated.<\/p>\n<p>This has direct applications for improving the reliability of our RAG systems, as demonstrated in our experiments on a finance agent designed in collaboration with Ardian.<\/p>\n<p>We have simultaneously released the method as an open-source Python package: artefactual. This library provides a lightweight, \"out-of-the-box\" solution for measuring hallucination risk using our entropy-based metrics. By including precomputed calibrations for popular models, artefactual allows data scientists to implement robust, instantaneous, token-level uncertainty quantification in their agentic or RAG pipelines immediately\u2014without the need for complex training or extensive computation.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-59 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-48 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Should We Still Pretrain Encoders with Masked Language Modeling?<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-75 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-52 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Should We Still Pretrain Encoders with Masked Language Modeling?\" title=\"iclr\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp\" class=\"lazyload img-responsive wp-image-1406268\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-135 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ICLR<\/p>\n<\/div><div class=\"fusion-text fusion-text-136 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 April 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-76 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-79 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/MLM_CLM_ICLR-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-80 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ANLP-MLM-vs.-CLM.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-81 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/artefactory\/mlm-versus-clm-for-nlp-tasks\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-137\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-29 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-29 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-82 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-14 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-60 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-49 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Should We Still Pretrain Encoders with Masked Language Modeling?<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-77 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-53 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"iclr\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp\" alt class=\"lazyload img-responsive wp-image-1406268\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-78 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-138 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ICLR<\/p>\n<\/div><div class=\"fusion-text fusion-text-139 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 April 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-79 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-83 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/MLM_CLM_ICLR-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-84 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ANLP-MLM-vs.-CLM.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-85 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/artefactory\/mlm-versus-clm-for-nlp-tasks\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-80 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-54 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Should We Still Pretrain Encoders with Masked Language Modeling?\" title=\"mlm_clm_xp_setup_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mlm_clm_xp_setup_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mlm_clm_xp_setup_result.webp\" class=\"lazyload img-responsive wp-image-1407891 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mlm_clm_xp_setup_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mlm_clm_xp_setup_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mlm_clm_xp_setup_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mlm_clm_xp_setup_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-140 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-141 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Andre F. T. Martins, C\u00e9line Hudelot, Duarte M. Alves, Emmanuel Malherbe, Hippolyte Gisserot-Boukhlef, Manuel Faysse, Nicolas Boizard, Pierre Colombo<\/p>\n<\/div><div class=\"fusion-text fusion-text-142 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-30 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-30 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_30]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_30]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_30]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_30]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-143 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-144 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Encoder models lie at the heart of modern natural language processing systems. They are widely used for text representation tasks such as sentiment analysis, named entity recognition, information retrieval and retrieval-augmented generation (RAG). These models are pretrained using a masked language modeling (MLM) objective, leveraging bidirectional attention to incorporate both left and right context around each token. In contrast, decoder-only generative models, powering high-performing chatbots such as Mistral, ChatGTP or Claude, are trained with a causal language modeling (CLM) objective to predict the next token in a sequence. This success challenges the long-standing dominance of MLM and raises a fundamental question: is MLM truly the best objective for training encoder models?<\/p>\n<p>In this paper, we conduct a large-scale study that isolates the impact of the pretraining objective on the quality of downstream text representations. Our results show that pretraining encoders solely with MLM does not make optimal use of data, and suggest instead using a sequential combination of CLM and MLM to obtain significantly stronger representations and models. This finding is a fundamental paradigmatic shift, and is particularly exciting given the growing number of high-quality open-source generative models, which provide a strong foundation for building next-generation, state-of-the-art encoders.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-61 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-50 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-81 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-55 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants\" title=\"aistats\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats.webp\" class=\"lazyload img-responsive wp-image-1406281\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-145 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>AISTATS<\/p>\n<\/div><div class=\"fusion-text fusion-text-146 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-82 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-86 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Rebalancing_SMOTE-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-87 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/mgs-grf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-88 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/SAKHO_poster_aistats2026.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-147\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-31 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-31 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27118%27%20height%3D%2780%27%20viewBox%3D%270%200%20118%2080%27%3E%3Crect%20width%3D%27118%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lpsm-2.webp\" width=\"118\" height=\"80\" alt=\"\" title=\"lpsm\" aria-label=\"lpsm\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27198%27%20height%3D%2780%27%20viewBox%3D%270%200%20198%2080%27%3E%3Crect%20width%3D%27198%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sorbonne_universite_0-2.webp\" width=\"198\" height=\"80\" alt=\"\" title=\"sorbonne_universite_0\" aria-label=\"sorbonne_universite_0\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-89 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-15 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-62 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-51 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-83 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-56 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"aistats\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats.webp\" alt class=\"lazyload img-responsive wp-image-1406281\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/aistats.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-84 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-148 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>AISTATS<\/p>\n<\/div><div class=\"fusion-text fusion-text-149 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-85 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-90 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Rebalancing_SMOTE-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-91 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/mgs-grf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-92 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/SAKHO_poster_aistats2026.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-86 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-57 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants\" title=\"overview_mgs_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_result.webp\" class=\"lazyload img-responsive wp-image-1407890 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-150 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-151 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Abdoulaye Sakho, Emmanuel Malherbe, Erwan Scornet<\/p>\n<\/div><div class=\"fusion-text fusion-text-152 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-32 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-32 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lpsm-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_32]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27118%27%20height%3D%2780%27%20viewBox%3D%270%200%20118%2080%27%3E%3Crect%20width%3D%27118%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lpsm-2.webp\" width=\"118\" height=\"80\" alt=\"\" title=\"lpsm\" aria-label=\"lpsm\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sorbonne_universite_0-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_32]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27198%27%20height%3D%2780%27%20viewBox%3D%270%200%20198%2080%27%3E%3Crect%20width%3D%27198%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sorbonne_universite_0-2.webp\" width=\"198\" height=\"80\" alt=\"\" title=\"sorbonne_universite_0\" aria-label=\"sorbonne_universite_0\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-153 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-154 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Many real-world AI systems rely on statistical models built on tabular data. This is the case for client scoring in the banking sector. In these settings, a recurring difficulty is class imbalance where the event of interest is often rare, which makes learning reliable predictors significantly harder (including for widely used methods such as XGBoost). One of the most popular approaches to handle imbalance is SMOTE and its variants.<\/p>\n<p>In this work, we study these rebalancing strategies from both a theoretical and empirical perspective. Our theoretical study shows that SMOTE struggles to reproduce the minority-class distribution, which was a default well-known by the practitioners. Building on these findings, we introduce MGS asan alternative specifically designed to overcome key limitations of SMOTE, and obtain very promising experimental results.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-63 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-52 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Fairness-Aware Grouping for Continuous Sensitive Variables: Application for Debiasing Face Analysis with respect to Skin Tone<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-87 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-58 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Fairness-Aware Grouping for Continuous Sensitive Variables: Application for Debiasing Face Analysis with respect to Skin Tone\" title=\"ecai\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai.webp\" class=\"lazyload img-responsive wp-image-1406277\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-155 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECAI<\/p>\n<\/div><div class=\"fusion-text fusion-text-156 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-88 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-93 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/FairGroups-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-94 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/fair_groups\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-95 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/FairGroups_ECAI_Veronika_Shilova.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-157\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-33 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-33 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/IMT-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"IMT\" aria-label=\"IMT\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/oreal_r_n_i-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"oreal_r_n_i\" aria-label=\"oreal_r_n_i\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/inria-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"inria\" aria-label=\"inria\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-96 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-16 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-64 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-53 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Fairness-Aware Grouping for Continuous Sensitive Variables: Application for Debiasing Face Analysis with respect to Skin Tone<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-89 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-59 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"ecai\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai.webp\" alt class=\"lazyload img-responsive wp-image-1406277\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecai.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-90 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-158 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECAI<\/p>\n<\/div><div class=\"fusion-text fusion-text-159 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-91 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-97 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/FairGroups-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-98 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/fair_groups\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-99 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/FairGroups_ECAI_Veronika_Shilova.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-92 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-60 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Fairness-Aware Grouping for Continuous Sensitive Variables: Application for Debiasing Face Analysis with respect to Skin Tone\" title=\"fairgroups_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/fairgroups_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/fairgroups_result.webp\" class=\"lazyload img-responsive wp-image-1407889 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/fairgroups_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/fairgroups_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/fairgroups_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/fairgroups_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-160 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-161 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Emmanuel Malherbe, Giovanni Palma, Jean-Michel Loubes, Laurent Risser, Veronika Shilova<\/p>\n<\/div><div class=\"fusion-text fusion-text-162 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-34 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-34 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/IMT-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_34]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/IMT-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"IMT\" aria-label=\"IMT\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/oreal_r_n_i-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_34]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/oreal_r_n_i-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"oreal_r_n_i\" aria-label=\"oreal_r_n_i\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/inria-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_34]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/inria-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"inria\" aria-label=\"inria\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-163 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-164 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>With recent AI regulations such as the EU AI Act, developing reliable fairness measures has never been more important. Within the legal framework, fairness in AI systems is assessed by dividing people into groups based on protected attributes such as gender, marital status, or ethnicity, and then measuring how differently these groups are treated. However, many sensitive variables, like skin tone, vary continuously along the spectrum. Forcing them into just a few categories risks overlooking subtle yet significant forms of discrimination. However, when considering discrimination towards skin tone, which can be consideredas a form of racism, the existing approaches are not working. Indeed, the discriminated groups are not known a priori, so we propose an algorithm to automatically detect which skin tones are discriminated against.<\/p>\n<p>In this paper, we introduce FairGroups, a new method to split the continuous sensitive attribute into the partition where unfair treatment is most pronounced, for a given treatment or task. This algorithm is data-driven, and the code is available in open source. We experimented and validated FairGroups on a data-set shared by our research partner l\u2019Or\u00e9al, with skin tones measured with their state-of-the-art model on large-scale datasets. Beyond bias detection, our framework also helps to mitigate unfairness. By adjusting outcomes group by group, our framework reduces disparities while maintaining overall models\u2019 accuracy. This optimal trade-off between fairness and predictive performance makes it a practical step toward building AI systems that both meet regulatory requirements and promote equitable treatment in real-world applications.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-65 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-54 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Identification de plusieurs fonctions de valeurs additives \u00e0 partir de pr\u00e9f\u00e9rences exprim\u00e9es anonymement<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-93 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-61 hover-type-none\"><img decoding=\"async\" width=\"200\" height=\"90\" alt=\"ArXiv\" title=\"ArXiv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp\" class=\"lazyload img-responsive wp-image-1407846\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27135%27%20viewBox%3D%270%200%20300%20135%27%3E%3Crect%20width%3D%27300%27%20height%3D%27135%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-165 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>JIAF-JFPDA<\/p>\n<\/div><div class=\"fusion-text fusion-text-166 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Juli 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-94 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-100 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Vincent_Eliciting_discrete_mixtures.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-101 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_DA2PL_2026.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-167\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-35 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-35 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-102 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-17 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-66 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-55 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Identification de plusieurs fonctions de valeurs additives \u00e0 partir de pr\u00e9f\u00e9rences exprim\u00e9es anonymement<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-95 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-168 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>JIAF-JFPDA<\/p>\n<\/div><div class=\"fusion-text fusion-text-169 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Juli 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-96 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-103 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Vincent_Eliciting_discrete_mixtures.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-104 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_DA2PL_2026.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-97 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-170 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Emmanuel Malherbe, Khaled Belahc\u00e8ne, Marc Pirlot, Vincent Auriau, Vincent Mousseau<\/p>\n<\/div><div class=\"fusion-text fusion-text-171 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-36 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-36 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_36]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_36]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_36]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-172 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-173 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Customer segmentation plays a central role in marketing and decision science: it allows organizations to group individuals with similar behaviors or preferences, in order to better tailor products, services, or recommendations. Classical approaches typically rely on descriptive features, such as socio-demographic attributes or past purchasing behavior. Clustering or latent class models are trained on these data to derive segments of customers. While widely used, these methods do not always reflect the individual\u2019s preferences and behaviour, and their ability to recover the underlying decision processes remains limited. This is particularly the case for offline retail contexts where data is sparse or collected without individual identifiers.<\/p>\n<p>Our latest work introduces a theoretical framework for market segmentation when preferences are expressed anonymously, based on the identification of multiple additive value functions. The central idea is to represent heterogeneity in a population through several utility functions, each capturing a distinct mode of behavior. By relying on additive value models, the proposed approach remains interpretable while extending classical preference elicitation methods to the multi-segment case. This work establishes conditions for identifiability and proposes active elicitation strategies. This research establishes a foundation for new segmentation models grounded in preference theory, and extends our earlier work, in which we introduced learning procedures to estimate such models.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-67 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-56 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Better Capturing Interactions between products in Retail: Revisited Negative Sampling for Basket Choice Modeling<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-98 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-63 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Better Capturing Interactions between products in Retail: Revisited Negative Sampling for Basket Choice Modeling\" title=\"ecml-pkdd\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp\" class=\"lazyload img-responsive wp-image-1406274\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-174 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECML-PKDD<\/p>\n<\/div><div class=\"fusion-text fusion-text-175 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-99 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-105 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/JulesShopper-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-106 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/choice-learn\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-107 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Auriau_ECLMPKDD_2025.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-176\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-37 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-37 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27170%27%20height%3D%2780%27%20viewBox%3D%270%200%20170%2080%27%3E%3Crect%20width%3D%27170%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/fng-2.webp\" width=\"170\" height=\"80\" alt=\"\" title=\"fng\" aria-label=\"fng\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-108 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-18 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-68 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-57 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Better Capturing Interactions between products in Retail: Revisited Negative Sampling for Basket Choice Modeling<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-100 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-64 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"ecml-pkdd\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp\" alt class=\"lazyload img-responsive wp-image-1406274\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-101 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-177 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECML-PKDD<\/p>\n<\/div><div class=\"fusion-text fusion-text-178 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-102 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-109 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/JulesShopper-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-110 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/choice-learn\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-111 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Auriau_ECLMPKDD_2025.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-103 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-65 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Better Capturing Interactions between products in Retail: Revisited Negative Sampling for Basket Choice Modeling\" title=\"juleshopper_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/juleshopper_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/juleshopper_result.webp\" class=\"lazyload img-responsive wp-image-1407888 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/juleshopper_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/juleshopper_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/juleshopper_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/juleshopper_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-179 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-180 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Emmanuel Malherbe, Jules D\u00e9sir, Martin Mozina, Vincent Auriau<\/p>\n<\/div><div class=\"fusion-text fusion-text-181 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-38 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-38 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_38]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_38]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_38]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/fng-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_38]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27170%27%20height%3D%2780%27%20viewBox%3D%270%200%20170%2080%27%3E%3Crect%20width%3D%27170%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/fng-2.webp\" width=\"170\" height=\"80\" alt=\"\" title=\"fng\" aria-label=\"fng\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-182 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-183 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>This paper presents a deep learning model that has been developed in order to detect and learn how the different products impact each other\u2019s sales in a retail environment. In other terms, it captures the cannibalization effect - when two products are eroding each other\u2019s sales - and the complementarity effect, thanks to product embeddings learned by the neural network. We experimented and validated our approach on a large-scale dataset comprising millions of purchase records, made available through an industrial partnership with Fortenova. These results reveal meaningful patterns in consumer behavior and exciting applications perspectives.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-69 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-58 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">EuroBERT: Scaling Multilingual Encoders for European Languages<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-104 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-66 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"EuroBERT: Scaling Multilingual Encoders for European Languages\" title=\"colm\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" class=\"lazyload img-responsive wp-image-1406278\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-184 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>COLM<\/p>\n<\/div><div class=\"fusion-text fusion-text-185 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-105 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-112 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/EUROBert.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-113 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/Nicolas-BZRD\/EuroBERT\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-114 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/EuroBERT_Techdredi_250425.pptx.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-115 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/EuroBERT\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-186\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-39 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-39 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/instituto-telecomunicacoes-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"instituto-telecomunicacoes\" aria-label=\"instituto-telecomunicacoes\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2740%27%20height%3D%2780%27%20viewBox%3D%270%200%2040%2080%27%3E%3Crect%20width%3D%2740%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universidade_Lisboa_logo-2.webp\" width=\"40\" height=\"80\" alt=\"\" title=\"Universidade_Lisboa_logo\" aria-label=\"Universidade_Lisboa_logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2783%27%20height%3D%2780%27%20viewBox%3D%270%200%2083%2080%27%3E%3Crect%20width%3D%2783%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/unbabel_vertical_pos-2.webp\" width=\"83\" height=\"80\" alt=\"\" title=\"unbabel_vertical_pos\" aria-label=\"unbabel_vertical_pos\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"equall\" aria-label=\"equall\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ILLUIN-Technology-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"ILLUIN-Technology\" aria-label=\"ILLUIN-Technology\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-116 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-19 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-70 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-59 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">EuroBERT: Scaling Multilingual Encoders for European Languages<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-106 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-67 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"colm\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp\" alt class=\"lazyload img-responsive wp-image-1406278\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/colm.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-107 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-187 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>COLM<\/p>\n<\/div><div class=\"fusion-text fusion-text-188 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-108 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-117 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/EUROBert.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-118 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/Nicolas-BZRD\/EuroBERT\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-119 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/EuroBERT_Techdredi_250425.pptx.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-120 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/EuroBERT\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-109 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-68 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"EuroBERT: Scaling Multilingual Encoders for European Languages\" title=\"eurobert_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurobert_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurobert_result.webp\" class=\"lazyload img-responsive wp-image-1407887 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurobert_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurobert_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurobert_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/eurobert_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-189 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-190 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Andre F. T. Martins, Caio Corro, C\u00e9line Hudelot, Duarte M. Alves, Emmanuel Malherbe, Etienne Malaboeuf, Fanny Jourdan, Gabriel Hautreux, Hippolyte Gisserot-Boukhlef, Joao Alves, Kevin El-Haddad, Manuel Faysse, Maxime Peyrard, Nicolas Boizard, Nuno M. Guerreiro, Patrick Fernandes, Pierre Colombo, Ricardo Rei<\/p>\n<\/div><div class=\"fusion-text fusion-text-191 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-40 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-40 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_40]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_40]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_40]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_40]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/diabolocom-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"diabolocom\" aria-label=\"diabolocom\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/instituto-telecomunicacoes-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_40]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/instituto-telecomunicacoes-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"instituto-telecomunicacoes\" aria-label=\"instituto-telecomunicacoes\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universidade_Lisboa_logo-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_40]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2740%27%20height%3D%2780%27%20viewBox%3D%270%200%2040%2080%27%3E%3Crect%20width%3D%2740%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universidade_Lisboa_logo-2.webp\" width=\"40\" height=\"80\" alt=\"\" title=\"Universidade_Lisboa_logo\" aria-label=\"Universidade_Lisboa_logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/unbabel_vertical_pos-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_40]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2783%27%20height%3D%2780%27%20viewBox%3D%270%200%2083%2080%27%3E%3Crect%20width%3D%2783%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/unbabel_vertical_pos-2.webp\" width=\"83\" height=\"80\" alt=\"\" title=\"unbabel_vertical_pos\" aria-label=\"unbabel_vertical_pos\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_40]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"equall\" aria-label=\"equall\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ILLUIN-Technology-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_40]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ILLUIN-Technology-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"ILLUIN-Technology\" aria-label=\"ILLUIN-Technology\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-192 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-193 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Large generative models come with significant challenges\u2014high computational costs, lack of data specialization, and robustness concerns. To address these, Artefact is proud to be a core contributor to EuroBERT, a fully open-source family of encoder models designed for efficiency and adaptability. Available in three model sizes, EuroBERT provides flexible solutions to accommodate different computational constraints. As a foundation model, it can be fine-tuned for a wide range of tasks with minimal data, making it a powerful tool for real-world applications.<\/p>\n<p>With European AI sovereignty in mind, EuroBERT supports 15 languages, covering the most spoken in Europe as well as widely used extra-European languages. Trained on 5 trillion tokens using AMD GPUs, it delivers state-of-the-art performance in retrieval and classification tasks while demonstrating strong reasoning capabilities, particularly in mathematics and code understanding.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-71 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-60 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Harnessing Mixed Features for Imbalance Data Oversampling: Application to Bank Customers Scoring<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-110 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-69 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Harnessing Mixed Features for Imbalance Data Oversampling: Application to Bank Customers Scoring\" title=\"ecml-pkdd\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp\" class=\"lazyload img-responsive wp-image-1406274\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-194 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECML-PKDD<\/p>\n<\/div><div class=\"fusion-text fusion-text-195 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-111 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-121 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/MGS_GRF-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-122 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/mgs-grf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-123 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/SAKHO_ECMLPKDD_2025.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-196\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-41 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-41 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27118%27%20height%3D%2780%27%20viewBox%3D%270%200%20118%2080%27%3E%3Crect%20width%3D%27118%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lpsm-2.webp\" width=\"118\" height=\"80\" alt=\"\" title=\"lpsm\" aria-label=\"lpsm\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/societe-generale-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"societe-generale\" aria-label=\"societe-generale\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27198%27%20height%3D%2780%27%20viewBox%3D%270%200%20198%2080%27%3E%3Crect%20width%3D%27198%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sorbonne_universite_0-2.webp\" width=\"198\" height=\"80\" alt=\"\" title=\"sorbonne_universite_0\" aria-label=\"sorbonne_universite_0\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-124 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-20 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-72 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-61 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Harnessing Mixed Features for Imbalance Data Oversampling: Application to Bank Customers Scoring<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-112 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-70 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"ecml-pkdd\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp\" alt class=\"lazyload img-responsive wp-image-1406274\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ecml-pkdd.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-113 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-197 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ECML-PKDD<\/p>\n<\/div><div class=\"fusion-text fusion-text-198 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-114 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-125 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/MGS_GRF-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-126 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/mgs-grf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-127 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/SAKHO_ECMLPKDD_2025.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-115 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-71 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Harnessing Mixed Features for Imbalance Data Oversampling: Application to Bank Customers Scoring\" title=\"overview_mgs_grf_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_grf_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_grf_result.webp\" class=\"lazyload img-responsive wp-image-1407886 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_grf_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_grf_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_grf_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_mgs_grf_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-199 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-200 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Abdoulaye Sakho, Carl-Erik Gauthier, Emmanuel Malherbe, Erwan Scornet<\/p>\n<\/div><div class=\"fusion-text fusion-text-201 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-42 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-42 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lpsm-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_42]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27118%27%20height%3D%2780%27%20viewBox%3D%270%200%20118%2080%27%3E%3Crect%20width%3D%27118%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lpsm-2.webp\" width=\"118\" height=\"80\" alt=\"\" title=\"lpsm\" aria-label=\"lpsm\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/societe-generale-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_42]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/societe-generale-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"societe-generale\" aria-label=\"societe-generale\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sorbonne_universite_0-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_42]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27198%27%20height%3D%2780%27%20viewBox%3D%270%200%20198%2080%27%3E%3Crect%20width%3D%27198%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sorbonne_universite_0-2.webp\" width=\"198\" height=\"80\" alt=\"\" title=\"sorbonne_universite_0\" aria-label=\"sorbonne_universite_0\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-202 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-203 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Many AI applications today rely on statistical models applied on tabular data, typically for client scoring, such as in the banking sector. A key challenge in these applications is that data is imbalanced, meaning the category of interest, to be predicted, is generally very rare. This is a statistical challenge that makes models\u2019 learning more challenging (typically XGBoost). We propose a model agnostic rebalancing strategy to address this issue, that showed positive improvements in predictive performances across several datasets, including the large-scale one provided by our banking partner.<\/p>\n<p>One key practical aspect when rebalancing is handling datasets that include both continuous variables (e.g., salary, height\u2026) and categorical variables (e.g., gender, country). To our knowledge, few existing methods are specifically designed to handle such mixed data. To fill this gap, we introduce MGS-GRF which is based on a kernel density estimator and a generalized random forest, tailored for handling mixed data. Our MGS-GRF implementation is open source, scalable and follows the ease-of-use of imbalance-learn package.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-73 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-62 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">MMTEB: Massive Multilingual Text Embedding Benchmark (paper with Hugging Face)<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-116 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-72 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"MMTEB: Massive Multilingual Text Embedding Benchmark (paper with Hugging Face)\" title=\"iclr\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp\" class=\"lazyload img-responsive wp-image-1406268\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-204 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ICLR<\/p>\n<\/div><div class=\"fusion-text fusion-text-205 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 April 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-117 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-128 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Hippolyte-MMTEB-ICLR.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-129 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/mteb\/mmteb\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-206\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-43 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-43 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/hugging_face-1.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"hugging_face\" aria-label=\"hugging_face\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-130 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-21 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-74 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-63 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">MMTEB: Massive Multilingual Text Embedding Benchmark (paper with Hugging Face)<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-118 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-73 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"iclr\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp\" alt class=\"lazyload img-responsive wp-image-1406268\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iclr.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-119 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-207 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ICLR<\/p>\n<\/div><div class=\"fusion-text fusion-text-208 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 April 2025<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-120 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-131 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Hippolyte-MMTEB-ICLR.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-132 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/mteb\/mmteb\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-121 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-74 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"MMTEB: Massive Multilingual Text Embedding Benchmark (paper with Hugging Face)\" title=\"mmteb_overview_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mmteb_overview_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mmteb_overview_result.webp\" class=\"lazyload img-responsive wp-image-1407885 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mmteb_overview_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mmteb_overview_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mmteb_overview_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/mmteb_overview_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-209 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-210 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Kenneth Enevoldsen<\/p>\n<\/div><div class=\"fusion-text fusion-text-211 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-44 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-44 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_44]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_44]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/hugging_face-1.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_44]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/hugging_face-1.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"hugging_face\" aria-label=\"hugging_face\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-212 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-213 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>MMTEB is the multilingual extension of MTEB, the reference benchmark suite of Hugging Face for assessing models\u2019 ability to represent text as a useful and exploitable vector. Designed as a large-scale, community-driven project, MMTEB covers more than 500 quality-controlled evaluation tasks across over 250 languages, making it the most comprehensive resource to date for evaluating embedding models in a truly multilingual setting.<\/p>\n<p>The benchmark addresses a critical gap in model evaluation: most existing benchmarks are limited in terms of language coverage, domain diversity, and task variety. MMTEB pushes the boundaries by incorporating challenging and novel tasks such as instruction following, long-document retrieval, and code retrieval. It also introduces optimizations that significantly reduce computational costs, including inter-task correlation-based downsampling and smart negative sampling for retrieval, enabling scalable yet rigorous evaluation.<\/p>\n<p>More specifically, we introduced a simple, interpretable, and effective confidence-based metric that evaluates a model's ability to abstain from making predictions when uncertain. Through this addition, we contributed to extending the MTEB leaderboard, an important step toward more comprehensive evaluation of large language models, a critical area in AI research. Finally, this extension emphasizes fair and inclusive evaluation, with a particular focus on low-resource languages, which are often underrepresented in current benchmarks.<\/p>\n<p>MMTEB is publicly available on the Hugging Face website, where you can explore the benchmark, submit models, and view live results on the official leaderboard.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-75 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-64 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Learning multiple multicriteria additive models from heterogeneous preferences<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-122 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-75 hover-type-none\"><img decoding=\"async\" width=\"200\" height=\"90\" alt=\"ArXiv\" title=\"ArXiv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp\" class=\"lazyload img-responsive wp-image-1407846\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27135%27%20viewBox%3D%270%200%20300%20135%27%3E%3Crect%20width%3D%27300%27%20height%3D%27135%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-214 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ADT - Algorithmic Decision Theory<\/p>\n<\/div><div class=\"fusion-text fusion-text-215 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-123 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-133 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/KUTA_ADT-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-134 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/learning-heterogeneous-preferences\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-135 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Auriau_ADT_2024_Slides.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-216\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-45 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-45 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-136 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-22 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-76 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-65 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Learning multiple multicriteria additive models from heterogeneous preferences<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-124 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-217 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ADT - Algorithmic Decision Theory<\/p>\n<\/div><div class=\"fusion-text fusion-text-218 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-125 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-137 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/KUTA_ADT-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-138 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/learning-heterogeneous-preferences\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-139 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Auriau_ADT_2024_Slides.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-126 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-76 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Learning multiple multicriteria additive models from heterogeneous preferences\" title=\"adt_overview_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/adt_overview_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/adt_overview_result.webp\" class=\"lazyload img-responsive wp-image-1407884 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/adt_overview_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/adt_overview_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/adt_overview_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/adt_overview_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-219 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Emmanuel Malherbe, Khaled Belahc\u00e8ne, Vincent Auriau, Vincent Mousseau<\/p>\n<\/div><div class=\"fusion-text fusion-text-220 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-46 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-46 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_46]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_46]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_46]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-221 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-222 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Understanding the diverse preferences of their customers is a major challenge for retailers. Traditional models often assume that all customers think alike, or segment the customer base solely using their characteristics, such as their age and gender.<\/p>\n<p>In this paper, we introduce a new approach that clusterizes customers based on their purchases. The model is based on the well-established literature of preference modeling and is specifically designed to be interpretable. In particular, we present a real-world example in the article where the model highlights distinct customer behaviors, such as purchasing decisions driven primarily by price or, on the contrary, by product quality. A key element and novelty of the proposed approach is its joint optimization. Indeed, the model learns at the same time the different clusters of customers and the preference model for each cluster. Such optimization helps in obtaining better performances but brings some computation challenges that we also tackle.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-77 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-66 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-127 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-77 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis\" title=\"wmt\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt.webp\" class=\"lazyload img-responsive wp-image-1406264\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-223 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>WMT<\/p>\n<\/div><div class=\"fusion-text fusion-text-224 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 November 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-128 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-140 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Preference_align-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-141 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Presentation-WMT.pptx.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-142 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/artefactory\/translation-alignment-analysis\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-225\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-47 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-47 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2783%27%20height%3D%2780%27%20viewBox%3D%270%200%2083%2080%27%3E%3Crect%20width%3D%2783%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/unbabel_vertical_pos-2.webp\" width=\"83\" height=\"80\" alt=\"\" title=\"unbabel_vertical_pos\" aria-label=\"unbabel_vertical_pos\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/instituto-telecomunicacoes-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"instituto-telecomunicacoes\" aria-label=\"instituto-telecomunicacoes\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"equall\" aria-label=\"equall\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2740%27%20height%3D%2780%27%20viewBox%3D%270%200%2040%2080%27%3E%3Crect%20width%3D%2740%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universidade_Lisboa_logo-2.webp\" width=\"40\" height=\"80\" alt=\"\" title=\"Universidade_Lisboa_logo\" aria-label=\"Universidade_Lisboa_logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-143 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-23 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-78 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-67 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-129 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-78 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"wmt\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt.webp\" alt class=\"lazyload img-responsive wp-image-1406264\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/wmt.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-130 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-226 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>WMT<\/p>\n<\/div><div class=\"fusion-text fusion-text-227 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 November 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-131 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-144 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Preference_align-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-145 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Presentation-WMT.pptx.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-146 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/artefactory\/translation-alignment-analysis\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-132 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-79 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis\" title=\"wmt_figure_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/wmt_figure_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/wmt_figure_result.webp\" class=\"lazyload img-responsive wp-image-1407883 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/wmt_figure_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/wmt_figure_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/wmt_figure_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/wmt_figure_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-228 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-229 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>C\u00e9line Hudelot, Emmanuel Malherbe, Hippolyte Gisserot-Boukhlef, Nuno M. Guerreiro, Pierre Colombo, Ricardo Rei<\/p>\n<\/div><div class=\"fusion-text fusion-text-230 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-48 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-48 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_48]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_48]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_48]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/unbabel_vertical_pos-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_48]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2783%27%20height%3D%2780%27%20viewBox%3D%270%200%2083%2080%27%3E%3Crect%20width%3D%2783%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/unbabel_vertical_pos-2.webp\" width=\"83\" height=\"80\" alt=\"\" title=\"unbabel_vertical_pos\" aria-label=\"unbabel_vertical_pos\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/instituto-telecomunicacoes-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_48]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/instituto-telecomunicacoes-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"instituto-telecomunicacoes\" aria-label=\"instituto-telecomunicacoes\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_48]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"equall\" aria-label=\"equall\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universidade_Lisboa_logo-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_48]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2740%27%20height%3D%2780%27%20viewBox%3D%270%200%2040%2080%27%3E%3Crect%20width%3D%2740%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universidade_Lisboa_logo-2.webp\" width=\"40\" height=\"80\" alt=\"\" title=\"Universidade_Lisboa_logo\" aria-label=\"Universidade_Lisboa_logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-231 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-232 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Fine-tuning generative LLMs on domain specific data is essential for achieving strong performance in tasks including translation, summarization, or question answering. In the context of machine translation, preference optimization \u2013 where a model learns to prefer one output over another \u2013 has shown promising results compared to traditional supervised fine-tuning. Yet, the underlying reasons for its success and its broader implications remain underexplored. In particular, due to the limited availability and specificity of labelled samples, a variety of strategies have emerged to generate preference data needed for this approach.<\/p>\n<p>In our paper, \"Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis\", we investigate the effectiveness of preference optimization when compared to supervised fine-tuning. While it's common practice to optimize using preference data, often derived from high-quality outputs by models like GPT-4, our research questions the necessity of this external dependence. Notably, we find that using the model itself as a self-teacher can yield comparable translation quality, while simplifying the pipeline and avoiding reliance on external systems.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-79 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-68 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-133 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-80 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism\" title=\"tmlr\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr.webp\" class=\"lazyload img-responsive wp-image-1406265\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-233 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>TMLR<\/p>\n<\/div><div class=\"fusion-text fusion-text-234 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-134 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow 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style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Reranking_hippo-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default 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style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/abstention-reranker\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-149 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/TMLR-Pitch-abstention.pptx.pdf\"><i class=\"fa-desktop fas awb-button__icon 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style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/artefactory\/abstention-reranking\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-235\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-49 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-49 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 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src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" 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class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-151 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-24 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-80 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-69 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-135 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-81 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"tmlr\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr.webp\" alt class=\"lazyload img-responsive wp-image-1406265\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/tmlr.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-136 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-236 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>TMLR<\/p>\n<\/div><div class=\"fusion-text fusion-text-237 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Oktober 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-137 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-152 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Reranking_hippo-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-153 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/artefactory\/abstention-reranker\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-154 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/TMLR-Pitch-abstention.pptx.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-155 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/huggingface.co\/collections\/artefactory\/abstention-reranking\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">HuggingFace<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-138 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-82 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Towards Trustworthy Reranking: A Simple yet Effective Abstention Mechanism\" title=\"tmlr_overview_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/tmlr_overview_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/tmlr_overview_result.webp\" class=\"lazyload img-responsive wp-image-1407882 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/tmlr_overview_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/tmlr_overview_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/tmlr_overview_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/tmlr_overview_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-238 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-239 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>C\u00e9line Hudelot, Emmanuel Malherbe, Hippolyte Gisserot-Boukhlef, Manuel Faysse, Pierre Colombo<\/p>\n<\/div><div class=\"fusion-text fusion-text-240 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-50 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-50 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_50]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_50]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_50]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_50]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/equall-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"equall\" aria-label=\"equall\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ILLUIN-Technology-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_50]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27240%27%20height%3D%2780%27%20viewBox%3D%270%200%20240%2080%27%3E%3Crect%20width%3D%27240%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ILLUIN-Technology-2.webp\" width=\"240\" height=\"80\" alt=\"\" title=\"ILLUIN-Technology\" aria-label=\"ILLUIN-Technology\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-241 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-242 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>In AI Agent workflows, RAG and Search engines, retrieval failures are the primary driver of hallucinations and downstream reasoning errors. To solve this,we introduced a lightweight, plug-and-play abstention method that can be used as an interpretable, user-facing confidence score. The system analyzes the distribution of document relevance scores to assess decision quality in real time, and can thus raise a visual warning to the user or even decide not to generate an answer from the retrieved documents. In such scenario, the agent can instead ask for clarification rather than delivering misleading information to the user.<\/p>\n<p>Designed specifically for real-world enterprise constraints, this data-driven approach operates entirely as a black-box mechanism, making it fully compatible with third-party API models without requiring internal model access or additional fine-tuning. It can be calibrated on specific use-cases on fewer than 50 labeled reference queries, and vastly outperforms traditional heuristics while adding neglectable computational overhead to the reranking stage. Available as an open-source package, this method provides an instant, production-ready reliability guardrail for document search, agentic decision-making, and trustworthy enterprise RAG deployments.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-81 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-70 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Choice learn: large scale choice modelling for operational context through the lens of machine learning<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-139 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-83 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Choice learn: large scale choice modelling for operational context through the lens of machine learning\" title=\"joss\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp\" class=\"lazyload img-responsive wp-image-1406267\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-243 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>JOSS<\/p>\n<\/div><div class=\"fusion-text fusion-text-244 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-140 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-156 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss_choicelearn-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-157 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/artefactory.github.io\/choice-learn\/\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-158 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_INFORMS-2024.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-245\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-51 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-51 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" 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auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-159 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-25 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-82 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-71 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Choice learn: large scale choice modelling for operational context through the lens of machine learning<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-141 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-84 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"joss\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp\" alt class=\"lazyload img-responsive wp-image-1406267\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-142 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-246 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>JOSS<\/p>\n<\/div><div class=\"fusion-text fusion-text-247 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-143 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-160 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/joss_choicelearn-1.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-161 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/artefactory.github.io\/choice-learn\/\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-162 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_INFORMS-2024.pdf\"><i class=\"fa-desktop fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Deck<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-144 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-85 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Choice learn: large scale choice modelling for operational context through the lens of machine learning\" title=\"logo_choice_learn_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/logo_choice_learn_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/logo_choice_learn_result.webp\" class=\"lazyload img-responsive wp-image-1407881 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/logo_choice_learn_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/logo_choice_learn_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/logo_choice_learn_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/logo_choice_learn_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-248 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-249 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Ali Aouad, Antoine D\u00e9sir, Emmanuel Malherbe, Vincent Auriau<\/p>\n<\/div><div class=\"fusion-text fusion-text-250 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-52 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-52 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_52]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mics2-removebg-preview-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"mics2-removebg-preview\" aria-label=\"mics2-removebg-preview\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_52]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27154%27%20height%3D%2780%27%20viewBox%3D%270%200%20154%2080%27%3E%3Crect%20width%3D%27154%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/CentraleSupelec-2.webp\" width=\"154\" height=\"80\" alt=\"\" title=\"CentraleSupelec\" aria-label=\"CentraleSupelec\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_52]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27236%27%20height%3D%2780%27%20viewBox%3D%270%200%20236%2080%27%3E%3Crect%20width%3D%27236%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Universite_Paris-Saclay-2.webp\" width=\"236\" height=\"80\" alt=\"\" title=\"Universite_Paris-Saclay\" aria-label=\"Universite_Paris-Saclay\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/insead-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_52]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/insead-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"insead\" aria-label=\"insead\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lbs-2.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_52]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/lbs-2.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"lbs\" aria-label=\"lbs\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-251 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-252 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Choice-Learn is a Python package designed to help you estimate discrete choice models and use them (e.g., assortment optimization plug-in). The package provides ready-to-use datasets and models from the literature. It also provides a lower level use if you wish to customize any choice model or create your own from scratch. Choice-Learn efficiently handles data with the objective to limit RAM usage. It is made particularly easy to estimate choice models with your own, large datasets.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-83 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-72 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">On-Site Deployment of LLMs<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-145 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-86 hover-type-none\"><img decoding=\"async\" width=\"200\" height=\"90\" alt=\"ArXiv\" title=\"ArXiv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp\" class=\"lazyload img-responsive wp-image-1407846\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27135%27%20viewBox%3D%270%200%20300%20135%27%3E%3Crect%20width%3D%27300%27%20height%3D%27135%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-253 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>Large Language Models in Cybersecurity: Threats, Exposure and Mitigation<\/p>\n<\/div><div class=\"fusion-text fusion-text-254 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Januar 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-146 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-163 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/On-side-Deployment-of-LLMs.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-53 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-53 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-orig-src=\"\" width=\"\" height=\"\" alt=\"\" title=\"\" aria-label=\"\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-164 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-26 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-84 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-73 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">On-Site Deployment of LLMs<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-147 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-255 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>Large Language Models in Cybersecurity: Threats, Exposure and Mitigation<\/p>\n<\/div><div class=\"fusion-text fusion-text-256 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Januar 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-148 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-165 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/On-side-Deployment-of-LLMs.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-149 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-257 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Zachary Schillaci<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-54 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-54 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_54]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-orig-src=\"\" width=\"\" height=\"\" alt=\"\" title=\"\" aria-label=\"\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-258 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-259 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Forget multi-million-dollar data centers: consumer hardware like NVIDIA\u2019s RTX 4090 has quietly disrupted AI infrastructure, bringing sovereign, high-performance LLM execution straight to local servers. By combining 4-bit quantization with parameter-efficient fine-tuning (LoRA), organizations can now run and adapt powerful 13B to 70B parameter open-source models completely on-premises. This shift offers security-conscious sectors\u2014such as banking, defense, and cybersecurity\u2014unrivaled control over their data, eliminating private information leaks while bypassing cloud vendor lock-in.<\/p>\n<p>However, bringing frontier models in-house is far from a free lunch. From multi-user serving bottlenecks and GPU power drains to the dual-use threat of unmonitored local models in the hands of cyberattackers, local deployment redefines the entire AI risk landscape. This chapter delivers an essential blueprint for engineers, CSOs, and tech leaders looking to master the technical economics, serving frameworks, and security guardrails of modern on-site LLM deployment.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-85 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-74 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">LLM Adoption Trends and Associated Risks<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-150 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-88 hover-type-none\"><img decoding=\"async\" width=\"200\" height=\"90\" alt=\"ArXiv\" title=\"ArXiv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp\" class=\"lazyload img-responsive wp-image-1407846\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27135%27%20viewBox%3D%270%200%20300%20135%27%3E%3Crect%20width%3D%27300%27%20height%3D%27135%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-260 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>Large Language Models in Cybersecurity: Threats, Exposure and Mitigation<\/p>\n<\/div><div class=\"fusion-text fusion-text-261 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Januar 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-151 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-166 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Zachary-LLMs.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-55 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-55 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-orig-src=\"\" width=\"\" height=\"\" alt=\"\" title=\"\" aria-label=\"\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-167 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-27 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-86 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-75 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">LLM Adoption Trends and Associated Risks<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-152 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-262 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>Large Language Models in Cybersecurity: Threats, Exposure and Mitigation<\/p>\n<\/div><div class=\"fusion-text fusion-text-263 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Januar 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-153 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-168 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Zachary-LLMs.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-154 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-264 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Zachary Schillaci<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-56 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-56 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_56]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-orig-src=\"\" width=\"\" height=\"\" alt=\"\" title=\"\" aria-label=\"\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-265 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-266 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>This chapter provides an essential, high-level map of current LLM adoption trends, offering engineers, CSOs, and business leaders a crucial framework to navigate the fine line between business transformation and systemic cybersecurity risk. As Generative AI accelerates across the corporate world, organizations are rushing to integrate Large Language Models into everything from customer service and copywriting to automated code generation and enterprise knowledge management. However, behind this unprecedented adoption lies a dangerous governance gap: while one-third of businesses actively deploy generative AI, only a fraction have implemented clear policies to manage its inherent vulnerabilities. From the trade-offs between zero-shot in-context learning and parameter-efficient fine-tuning \u2014which can accidentally dismantle safety guardrails with just a few adversarial examples\u2014to emerging LLMOps architectures like RAG and vector databases, corporate integration is advancing much faster than its safety mechanisms.<\/p>\n<p>Beyond operational shifts, this rapid rollout unlocks a severe threat landscape that exposes modern software infrastructure to critical vulnerabilities. We analyzed and explored the dangers of prompt injection, training data poisoning, insecure output handling, and excessive agency\u2014risks that peak with autonomous LLM agents granted real-time API and code execution power.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-87 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-76 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">A New Dataset for Causality Identification in Argumentative Texts<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-155 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-90 hover-type-none\"><img decoding=\"async\" width=\"200\" height=\"90\" alt=\"ArXiv\" title=\"ArXiv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp\" class=\"lazyload img-responsive wp-image-1407846\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27135%27%20viewBox%3D%270%200%20300%20135%27%3E%3Crect%20width%3D%27300%27%20height%3D%27135%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-267 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>SIGDIAL - Meeting of the Special Interest Group on Discourse and Dialogue<\/p>\n<\/div><div class=\"fusion-text fusion-text-268 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2023<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-156 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-169 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Volske-2023.sigdial-1.31.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-170 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/webis-de\/sigdial23-causality-corpus\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-269\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-57 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-57 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27136%27%20height%3D%2780%27%20viewBox%3D%270%200%20136%2080%27%3E%3Crect%20width%3D%27136%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Logo_of_Bauhaus_University_Weimar-1.webp\" width=\"136\" height=\"80\" alt=\"\" title=\"Logo_of_Bauhaus_University_Weimar\" aria-label=\"Logo_of_Bauhaus_University_Weimar\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-171 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-28 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-88 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-77 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">A New Dataset for Causality Identification in Argumentative Texts<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-157 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-270 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>SIGDIAL - Meeting of the Special Interest Group on Discourse and Dialogue<\/p>\n<\/div><div class=\"fusion-text fusion-text-271 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2023<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-158 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-172 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Volske-2023.sigdial-1.31.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-173 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/webis-de\/sigdial23-causality-corpus\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-159 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-272 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Anh Le, Benno Stein, Khalid Al-Khatib, Martin Potthast, Michael V\u00f6lske, Shahbaz Syed<\/p>\n<\/div><div class=\"fusion-text fusion-text-273 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-58 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-58 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Logo_of_Bauhaus_University_Weimar-1.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_58]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27136%27%20height%3D%2780%27%20viewBox%3D%270%200%20136%2080%27%3E%3Crect%20width%3D%27136%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Logo_of_Bauhaus_University_Weimar-1.webp\" width=\"136\" height=\"80\" alt=\"\" title=\"Logo_of_Bauhaus_University_Weimar\" aria-label=\"Logo_of_Bauhaus_University_Weimar\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-274 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-275 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>This paper, co-authored by researchers from the University of Groningen, Bauhaus-Universit\u00e4t Weimar, Leipzig University, and ScaDS.AI, introduces WEBIS-CAUSALITY-23, a novel open-source dataset designed for causality identification in computational argumentation. As computational argumentation grows, detecting cause-and-effect relationships across entire arguments\u2014rather than just isolated claims\u2014is critical for tasks like building large-scale argumentation graphs, automated fact-checking, and topic-independent argument mining. Existing datasets suffered from key limitations, such as focusing on narrow input components, biasing toward positive causality, or relying on restrictive sets of linguistic markers like causal verbs.<\/p>\n<p>To overcome these hurdles cost-effectively, the authors combine distant supervision with uncertainty sampling to curate 1,485 high-quality, crowdsourced argumentative sentences spanning diverse topics, balanced causality types (515 positive and 536 negative relations), and complex multi-relation structures. Evaluating transformer-based classifiers trained on this dataset reveals significant gains in identifying causal relations compared to existing benchmarks. By releasing this dataset, the authors provide the NLP community with a robust foundation for building more nuanced causal reasoning models, automated question-answering systems, and explainable AI frameworks.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-89 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-78 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Weak Segmentation-Guided GAN for realistic color edition<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-160 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-92 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" alt=\"Weak Segmentation-Guided GAN for realistic color edition\" title=\"iciap\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap.webp\" class=\"lazyload img-responsive wp-image-1406269\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-276 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ICIAP<\/p>\n<\/div><div class=\"fusion-text fusion-text-277 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2023<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-161 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-174 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ICIAP.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-175 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/VincentAuriau\/wsg-gan-color-edition\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-59 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-59 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-orig-src=\"\" width=\"\" height=\"\" alt=\"\" title=\"\" aria-label=\"\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-176 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-29 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-90 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-79 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Weak Segmentation-Guided GAN for realistic color edition<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-162 fusion_builder_column_inner_1_4 1_4 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:25%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:25%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-bottom-small:8px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-93 hover-type-none\"><img decoding=\"async\" width=\"320\" height=\"320\" title=\"iciap\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap.webp\" alt class=\"lazyload img-responsive wp-image-1406269\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27320%27%20height%3D%27320%27%20viewBox%3D%270%200%20320%20320%27%3E%3Crect%20width%3D%27320%27%20height%3D%27320%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/iciap.webp 320w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 320px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-163 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-278 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ICIAP<\/p>\n<\/div><div class=\"fusion-text fusion-text-279 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 September 2023<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-164 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-177 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ICIAP.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-178 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/github.com\/VincentAuriau\/wsg-gan-color-edition\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Code<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-165 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:16 \/ 9;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-94 hover-type-none has-aspect-ratio\"><img decoding=\"async\" width=\"720\" height=\"400\" alt=\"Weak Segmentation-Guided GAN for realistic color edition\" title=\"overview_iciap_result\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_iciap_result.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_iciap_result.webp\" class=\"lazyload img-responsive wp-image-1407880 img-with-aspect-ratio\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27720%27%20height%3D%27400%27%20viewBox%3D%270%200%20720%20400%27%3E%3Crect%20width%3D%27720%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_iciap_result-200x111.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_iciap_result-400x222.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_iciap_result-600x333.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/overview_iciap_result.webp 720w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 720px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-280 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Authors<\/p>\n<\/div><div class=\"fusion-text fusion-text-281 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Emmanuel Malherbe, Matthieu Perrot, Vincent Auriau<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-60 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-60 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_60]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" data-orig-src=\"\" width=\"\" height=\"\" alt=\"\" title=\"\" aria-label=\"\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-282 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-283 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>This paper introduces Weak Segmentation-Guided GAN (WSG-GAN), a generative model designed to realistically recolor targeted objects in an image, without disrupting the background or losing fine structural textures. It can deliver both photorealistic quality and precise, user-defined color adjustments, which existing methods fail to both achieve. The proposed method simply relies on a pre-trained segmentation model, that acts as an intelligent spatial guide, isolating the exact regions to be transformed\u2014such as hair, lips, clothing. The realistic recoloring is then fully learned by the proposed GAN.<\/p>\n<p>The framework is an experimental proof that if you can segment an object, then you can change its color in a realistic manner. Moreover, our GAN outperforms existing methods like StyleGAN adaptations in both objective metrics and human preference evaluations. Beyond simple color editing, the architecture seamlessly extends to color transfer and controllable grayscale colorization, offering an efficient, intuitive tool for digital media post-processing.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-91 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-80 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Analysis and Mitigation of ChatGPT\u2019s Dovish Bias on Classifying Fedspeak.<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-166 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-95 hover-type-none\"><img decoding=\"async\" width=\"200\" height=\"90\" alt=\"ArXiv\" title=\"ArXiv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp\" class=\"lazyload img-responsive wp-image-1407846\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27135%27%20viewBox%3D%270%200%20300%20135%27%3E%3Crect%20width%3D%27300%27%20height%3D%27135%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-284 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ssrn<\/p>\n<\/div><div class=\"fusion-text fusion-text-285 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Januar 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-167 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-179 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ssrn-4769112.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-286\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-61 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-61 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2794%27%20height%3D%2780%27%20viewBox%3D%270%200%2094%2080%27%3E%3Crect%20width%3D%2794%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/groupama_asset_management-1.webp\" width=\"94\" height=\"80\" alt=\"\" title=\"groupama_asset_management\" aria-label=\"groupama_asset_management\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div class=\"clearfix\"><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-180 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-30 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-92 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-81 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Analysis and Mitigation of ChatGPT\u2019s Dovish Bias on Classifying Fedspeak.<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-168 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-287 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>ssrn<\/p>\n<\/div><div class=\"fusion-text fusion-text-288 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Januar 2024<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-169 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-181 fusion-button-default-span fusion-button-default-type\" style=\"--awb-padding-top:4px;--awb-padding-right:10px;--awb-padding-bottom:4px;--awb-padding-left:10px;--button_accent_color:var(--awb-color2);--button_border_color:#e2e8f0;--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button_border_width-top:1px;--button_border_width-right:1px;--button_border_width-bottom:1px;--button_border_width-left:1px;--button-border-radius-top-left:6px;--button-border-radius-top-right:6px;--button-border-radius-bottom-right:6px;--button-border-radius-bottom-left:6px;--button_gradient_top_color:var(--awb-color1);--button_gradient_bottom_color:var(--awb-color1);--button_gradient_top_color_hover:var(--awb-color5);--button_gradient_bottom_color_hover:var(--awb-color5);--button_font_size:12px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow,noopenner\" href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/ssrn-4769112.pdf\"><i class=\"fa-file-alt fas awb-button__icon awb-button__icon--default button-icon-left\" aria-hidden=\"true\"><\/i><span class=\"fusion-button-text awb-button__text awb-button__text--default\">PDF<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-170 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-289 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Amaury Mantion, Christophe Morel, Melvin Kianmanesh Rad, Romain Faure, Zachary Schillaci<\/p>\n<\/div><div class=\"fusion-text fusion-text-290 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-62 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-62 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/groupama_asset_management-1.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_62]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2794%27%20height%3D%2780%27%20viewBox%3D%270%200%2094%2080%27%3E%3Crect%20width%3D%2794%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/groupama_asset_management-1.webp\" width=\"94\" height=\"80\" alt=\"\" title=\"groupama_asset_management\" aria-label=\"groupama_asset_management\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-291 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-292 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>Central bank communications are notoriously difficult to decipher, but large language models promise an automated revolution for financial markets. However, standard implementations of OpenAI\u2019s ChatGPT reveal a severe underlying dovish bias, frequently misclassifying hawkish statements on Federal Reserve monetary policy as dovish. This systematic distortion likely stems from recency bias in pre-training datasets, which are heavily weighted toward the predominantly dovish economic climate of the past two decades. This research aims at successfully aligning AI interpretations with expert financial analysis, unlocking reliable, automated deciphering of central bank policy.<\/p>\n<p>To overcome this reliance on historical patterns, we propose an efficient multi-pronged mitigation strategy. By enforcing structured prompt engineering\u2014instructing the model to reason step-by-step and output numerical stance scores rather than plain text labels\u2014GPT-4's discriminative ability vastly improved. Incorporating real-time composite economic indicators further suppressed the model's inclination toward dovish interpretations. Additionally, supervised fine-tuning of GPT-3.5 completely eradicated the classification bias.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-93 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:34px;--awb-padding-right:20px;--awb-padding-bottom:34px;--awb-padding-left:20px;--awb-overflow:hidden;--awb-bg-color:#f8fafc;--awb-bg-color-hover:#f8fafc;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-title title fusion-title-82 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-three\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><h3 class=\"fusion-title-heading title-heading-center fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense<\/h3><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-171 fusion_builder_column_inner_1_1 1_1 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-margin-right:24px;--awb-max-width:120px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-97 hover-type-none\"><img decoding=\"async\" width=\"200\" height=\"90\" alt=\"ArXiv\" title=\"ArXiv\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp\" class=\"lazyload img-responsive wp-image-1407846\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27300%27%20height%3D%27135%27%20viewBox%3D%270%200%20300%20135%27%3E%3Crect%20width%3D%27300%27%20height%3D%27135%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022-200x90.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/ArXiv_logo_2022.webp 300w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-293 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>arxiv<\/p>\n<\/div><div class=\"fusion-text fusion-text-294 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Januar 2023<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-172 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:14px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-row\"><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><\/div><div class=\"fusion-text fusion-text-295\" style=\"--awb-content-alignment:center;--awb-font-size:10px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:8px;\"><p>Co-authored with<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-63 button-span-no\" style=\"--more-btn-alignment:center;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-6 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-63 rc-logos\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cyber_defence_campus_logo-1.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"cyber_defence_campus_logo\" aria-label=\"cyber_defence_campus_logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-6 hover-type-none\"><div class=\"fusion-gallery-image\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27182%27%20height%3D%2780%27%20viewBox%3D%270%200%20182%2080%27%3E%3Crect%20width%3D%27182%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/hesso-1.webp\" width=\"182\" height=\"80\" alt=\"\" title=\"hesso\" aria-label=\"hesso\" class=\"lazyload img-responsive wp-image-\"  \/><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-182 fusion-button-default-span fusion-button-default-type fusion-has-button-gradient\" style=\"--awb-margin-top:40px;--awb-margin-bottom:12px;--awb-padding-top:8px;--awb-padding-right:16px;--awb-padding-bottom:8px;--awb-padding-left:16px;--button_accent_color:var(--awb-color1);--button_accent_hover_color:var(--awb-color1);--button_border_hover_color:var(--awb-color6);--button-border-radius-top-left:10px;--button-border-radius-top-right:10px;--button-border-radius-bottom-right:10px;--button-border-radius-bottom-left:10px;--button_gradient_top_color:var(--awb-color4);--button_gradient_bottom_color:var(--awb-color4);--button_gradient_top_color_hover:var(--awb-color8);--button_gradient_bottom_color_hover:var(--awb-color4);--button_gradient_hover:radial-gradient(circle at left top,var(--awb-color8) 0%,var(--awb-color4) 100%);--button_font_size:14px;\" target=\"_self\" href=\"#awb-open-oc__1406329\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Read More<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-12-31 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-94 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:16px 16px 16px 16px;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-space-between fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-83 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom-small:8px;--awb-font-size:26px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;font-size:1em;--fontSize:26;line-height:1.2;\">Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense<\/p><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-173 fusion_builder_column_inner_3_4 3_4 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:75%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><div class=\"fusion-text fusion-text-296 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p>arxiv<\/p>\n<\/div><div class=\"fusion-text fusion-text-297 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-text-color:var(--awb-color3);--awb-margin-bottom:0px;\"><p> \u2014 Januar 2023<\/p>\n<\/div><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-174 fusion_builder_column_inner_1_1 1_1 fusion-flex-column\" style=\"--awb-column-gap:8px;--awb-row-gap:8px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:14px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:16px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:8px;--awb-spacing-right-small:10px;--awb-margin-bottom-small:8px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row\"><\/div><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:400px;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-175 fusion_builder_column_inner_1_1 1_1 fusion-flex-column height400_col\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><\/div><\/div><\/div><div class=\"fusion-text fusion-text-298 fusion-text-no-margin fusion-text-no-margin-sm\" style=\"--awb-font-size:12px;--awb-line-height:20px;--awb-margin-bottom:12px;--awb-margin-bottom-small:8px;\"><p>Alain Mermoud, Andrei Kucharavy, Dimitri Percia David, Ljiljana Dolamic, Lo\u00efc Mar\u00e9chal, Maxime W\u00fcrsch, Remi Sabonnadiere, Vincent Lenders, Zachary Schillaci<\/p>\n<\/div><div class=\"fusion-text fusion-text-299 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:8px;\"><p>Affiliations<\/p>\n<\/div><div class=\"awb-gallery-wrapper awb-gallery-wrapper-64 button-span-no\" style=\"--more-btn-alignment:center;margin-bottom:8px;\"><div style=\"margin:-5px;--awb-bordersize:0px;\" class=\"fusion-gallery fusion-gallery-container fusion-grid-3 fusion-columns-total-1 fusion-gallery-layout-grid fusion-gallery-64 rc-logos rc-logos-left\"><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cyber_defence_campus_logo-1.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_64]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%2780%27%20height%3D%2780%27%20viewBox%3D%270%200%2080%2080%27%3E%3Crect%20width%3D%2780%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/cyber_defence_campus_logo-1.webp\" width=\"80\" height=\"80\" alt=\"\" title=\"cyber_defence_campus_logo\" aria-label=\"cyber_defence_campus_logo\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><div style=\"padding:5px;\" class=\"fusion-grid-column fusion-gallery-column fusion-gallery-column-3 hover-type-none\"><div class=\"fusion-gallery-image\"><a href=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/hesso-1.webp\" rel=\"noreferrer\" data-rel=\"iLightbox[gallery_image_64]\" class=\"fusion-lightbox\" target=\"_self\"><img decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27182%27%20height%3D%2780%27%20viewBox%3D%270%200%20182%2080%27%3E%3Crect%20width%3D%27182%27%20height%3D%2780%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/hesso-1.webp\" width=\"182\" height=\"80\" alt=\"\" title=\"hesso\" aria-label=\"hesso\" class=\"lazyload img-responsive wp-image-\"  \/><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-300 fusion-text-no-margin\" style=\"--awb-font-size:13px;--awb-line-height:15px;--awb-letter-spacing:1px;--awb-text-transform:uppercase;--awb-text-color:#64748b;--awb-margin-top:16px;--awb-margin-bottom:0px;\"><p>Description<\/p>\n<\/div><div class=\"fusion-text fusion-text-301 fusion-text-no-margin-sm\" style=\"--awb-font-size:14px;--awb-line-height:24px;--awb-margin-bottom-small:8px;\"><p>In this work, we navigate the landscape of modern Generative Large Language Models, exposing how their raw computational elegance yields surprising vulnerabilities in the digital wild. By dissecting the underlying mechanics of self-attention architectures and tracking the rapid lineage from early Transformers to sophisticated conversational agents, the review exposes a critical paradox: the very traits that make these models irresistibly intuitive also open vast new attack surfaces for cyber-warfare. Focusing on the Swiss defensive operational environments, the paper uncovers how conversational fluency lowers the barrier for spear-phishing, automated social engineering, and deep web target identification. It reveals that beneath their confident explanations, these models possess no intrinsic ground truth, making them susceptible to execution flow hijacking, data leaks through model memorization, and automated malware refinement. Beyond cataloging threats, this research lays out possible strategies for mitigation, spanning differential privacy, federated learning, and robust red-teaming.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<\/div><div class=\"awb-swiper-button awb-swiper-button-prev\"><i class=\"fa-angle-left fas\" aria-hidden=\"true\"><\/i><\/div><div class=\"awb-swiper-button awb-swiper-button-next\"><i class=\"fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:80px;--awb-padding-right:80px;--awb-padding-bottom:80px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:40px;--awb-padding-right-small:5%;--awb-padding-bottom-small:40px;--awb-padding-left-small:5%;--awb-background-color:var(--awb-color1);--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-95 fusion_builder_column_5_6 5_6 fusion-flex-column\" style=\"--awb-padding-right-small:0px;--awb-bg-size:cover;--awb-width-large:83.333333333333%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:60px;--awb-spacing-left-large:10px;--awb-width-medium:83.333333333333%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-margin-bottom-small:20px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-84 fusion-sep-none fusion-title-text fusion-title-size-two block_separator\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left awb-gradient-text fusion-responsive-typography-calculated\" style=\"margin:0;background-color:var(--awb-color8);background-image:linear-gradient(90deg, var(--awb-color8) 0%,var(--awb-color4) 40%);--fontSize:50;line-height:1.2;\">Our researchers working together on real-world AI challenges.<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-96 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-post-cards fusion-post-cards-3 awb-carousel awb-swiper awb-swiper-carousel awb-swiper-dots-position-bottom\" style=\"--awb-arrow-position-horizontal:4px;--awb-arrow-size:32px;--awb-arrow-box-width:40px;--awb-arrow-box-height:40px;--awb-arrow-bgcolor:var(--awb-color2);--awb-arrow-border-radius-top-left:999px;--awb-arrow-border-radius-top-right:999px;--awb-arrow-border-radius-bottom-right:999px;--awb-arrow-border-radius-bottom-left:999px;--awb-dots-align:center;--awb-active-filter-border-size:3px;--awb-filters-height:36px;--awb-column-spacing-small:20px;\" data-post-type-label=\"research members\" data-autoplay=\"yes\" data-autoplayspeed=\"1300\" data-autoplaypause=\"yes\" data-loop=\"yes\" data-columns=\"4\" data-itemmargin=\"40\" data-itemmargin-medium=\"40\" data-itemmargin-small=\"20\" data-itemwidth=\"180\" data-touchscroll=\"drag\" data-freemode=\"no\" data-imagesize=\"auto\" data-scrollitems=\"1\" data-scrollitems-medium=\"0\" data-scrollitems-small=\"0\" data-mousepointer=\"default\" data-layout=\"carousel\" data-centeredslides=\"no\" data-shadow=\"no\" data-speed=\"1050\" data-rotationangle=\"50\" data-depth=\"100\" data-columnssmall=\"1\"><div class=\"swiper-wrapper fusion-flex-align-items-stretch\"><div class=\"fusion_builder_column fusion-builder-column-97 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-99 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Oualid Mokhantar\" title=\"mokhantar_oualid\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mokhantar_oualid.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mokhantar_oualid.webp\" class=\"lazyload img-responsive wp-image-1406073\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mokhantar_oualid-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mokhantar_oualid.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-302 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Oualid Mokhantar<\/p>\n<\/div><div class=\"fusion-text fusion-text-303 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>ESCP Business School; Universit\u00e9 Paris 1 Panth\u00e9on-Sorbonne<\/p>\n<\/div><div class=\"fusion-text fusion-text-304\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Management Science, Sustainability<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-183 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-98 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-100 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" title=\"mokhantar_oualid\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mokhantar_oualid.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mokhantar_oualid.webp\" alt class=\"lazyload img-responsive wp-image-1406073\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mokhantar_oualid-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/mokhantar_oualid.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-99 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-85 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Oualid Mokhantar<\/p><\/div><div class=\"fusion-text fusion-text-305 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>ESCP Business School; Universit\u00e9 Paris 1 Panth\u00e9on-Sorbonne<\/p>\n<\/div><div class=\"fusion-text fusion-text-306 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>Management Science, Sustainability<\/p>\n<\/div><div class=\"fusion-text fusion-text-307\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>Oualid's research combines qualitative and quantitative methods to examine how organizations measure, govern, and act upon sustainability data.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-100 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-101 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Abdoulaye Sakho\" title=\"sakho_abdoulaye\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sakho_abdoulaye.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sakho_abdoulaye.webp\" class=\"lazyload img-responsive wp-image-1406069\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sakho_abdoulaye-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sakho_abdoulaye.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-308 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Abdoulaye Sakho<\/p>\n<\/div><div class=\"fusion-text fusion-text-309 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Artefact Research Center; LPSM; Sorbonne Universit\u00e9<\/p>\n<\/div><div class=\"fusion-text fusion-text-310\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Tree-based models, Class imbalance, Explainability<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-184 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-101 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-102 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" title=\"sakho_abdoulaye\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sakho_abdoulaye.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sakho_abdoulaye.webp\" alt class=\"lazyload img-responsive wp-image-1406069\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sakho_abdoulaye-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/sakho_abdoulaye.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-102 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-86 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Abdoulaye Sakho<\/p><\/div><div class=\"fusion-text fusion-text-311 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Artefact Research Center; LPSM; Sorbonne Universit\u00e9<\/p>\n<\/div><div class=\"fusion-text fusion-text-312 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>Tree-based models, Class imbalance, Explainability<\/p>\n<\/div><div class=\"fusion-text fusion-text-313\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>Abdoulaye's research focuses on supervised learning with tabular data, leveraging tree-based models to tackle challenges such as class imbalance and model explainability.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-103 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-103 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Alexia Allal\" title=\"allal_alexia\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/allal_alexia.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/allal_alexia.webp\" class=\"lazyload img-responsive wp-image-1406077\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/allal_alexia-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/allal_alexia.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-314 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Alexia Allal<\/p>\n<\/div><div class=\"fusion-text fusion-text-315 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Artefact Research Center; LERIA; Universit\u00e9 d'Angers<\/p>\n<\/div><div class=\"fusion-text fusion-text-316\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Information Retrieval, Generative Retrieval<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-185 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-3 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-104 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-104 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" title=\"allal_alexia\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/allal_alexia.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/allal_alexia.webp\" alt class=\"lazyload img-responsive wp-image-1406077\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/allal_alexia-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/allal_alexia.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-105 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-87 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Alexia Allal<\/p><\/div><div class=\"fusion-text fusion-text-317 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Artefact Research Center; LERIA; Universit\u00e9 d'Angers<\/p>\n<\/div><div class=\"fusion-text fusion-text-318 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>Information Retrieval, Generative Retrieval<\/p>\n<\/div><div class=\"fusion-text fusion-text-319\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>Alexia's research focuses on generative retrieval, exploring efficient document representations to streamline retrieval from databases.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-106 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-105 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Charles Brunet\" title=\"brunet_charles\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/brunet_charles.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/brunet_charles.webp\" class=\"lazyload img-responsive wp-image-1406075\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/brunet_charles-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/brunet_charles.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-320 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Charles Brunet<\/p>\n<\/div><div class=\"fusion-text fusion-text-321 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Artefact Research Center; Universit\u00e9 Paris Cit\u00e9, Paris Transplant Group<\/p>\n<\/div><div class=\"fusion-text fusion-text-322\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>AI for Medicine<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-186 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-4 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-107 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-106 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" title=\"brunet_charles\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/brunet_charles.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/brunet_charles.webp\" alt class=\"lazyload img-responsive wp-image-1406075\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/brunet_charles-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/brunet_charles.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-108 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-88 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Charles Brunet<\/p><\/div><div class=\"fusion-text fusion-text-323 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Artefact Research Center; Universit\u00e9 Paris Cit\u00e9, Paris Transplant Group<\/p>\n<\/div><div class=\"fusion-text fusion-text-324 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>AI for Medicine<\/p>\n<\/div><div class=\"fusion-text fusion-text-325\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>Charles' research focuses on the application of artificial intelligence to transplantation, with an emphasis on predictive modeling for patient diagnosis and clinical decision support.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-109 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-107 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Vivien Nicolas\" title=\"nicolas_vivien\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/nicolas_vivien.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/nicolas_vivien.webp\" class=\"lazyload img-responsive wp-image-1406071\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/nicolas_vivien-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/nicolas_vivien.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-326 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Vivien Nicolas<\/p>\n<\/div><div class=\"fusion-text fusion-text-327 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Artefact Research Center; INSA Rennes<\/p>\n<\/div><div class=\"fusion-text fusion-text-328\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Information Retrieval, Generative Retrieval<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-187 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-5 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-110 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-108 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" title=\"nicolas_vivien\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/nicolas_vivien.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/nicolas_vivien.webp\" alt class=\"lazyload img-responsive wp-image-1406071\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/nicolas_vivien-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/nicolas_vivien.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-111 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-89 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Vivien Nicolas<\/p><\/div><div class=\"fusion-text fusion-text-329 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Artefact Research Center; INSA Rennes<\/p>\n<\/div><div class=\"fusion-text fusion-text-330 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>Information Retrieval, Generative Retrieval<\/p>\n<\/div><div class=\"fusion-text fusion-text-331\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>Vivien's research focuses on generative information retrieval with large language models, with an emphasis on document representations, decoding strategies, and efficient retrieval at scale.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-112 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-109 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Ghewa El Dora\" title=\"Ghewa El Dora\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ghewa-El-Dora.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ghewa-El-Dora.webp\" class=\"lazyload img-responsive wp-image-1406357\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ghewa-El-Dora-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ghewa-El-Dora.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-332 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Ghewa El Dora<\/p>\n<\/div><div class=\"fusion-text fusion-text-333 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Artefact Research Center; Universit\u00e9 Paris 8; CREST<\/p>\n<\/div><div class=\"fusion-text fusion-text-334\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Behavioral Economics, Experimental Economics, Retail<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-188 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-6 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-113 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-110 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Ghewa El Dora\" title=\"Ghewa El Dora\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ghewa-El-Dora.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ghewa-El-Dora.webp\" class=\"lazyload img-responsive wp-image-1406357\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ghewa-El-Dora-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Ghewa-El-Dora.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-114 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-90 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Ghewa El Dora<\/p><\/div><div class=\"fusion-text fusion-text-335 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Artefact Research Center; Universit\u00e9 Paris 8; CREST<\/p>\n<\/div><div class=\"fusion-text fusion-text-336 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>Behavioral Economics, Experimental Economics, Retail<\/p>\n<\/div><div class=\"fusion-text fusion-text-337\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>Ghewa's research examines how information disclosure shapes consumer behavior and market outcomes. Combining experimental and empirical methods, she studies how simplified product ratings influence purchasing decisions and drive strategic responses across the retail landscape.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-115 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-111 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Veronika Shilova\" title=\"shilova_veronika\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/shilova_veronika.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/shilova_veronika.webp\" class=\"lazyload img-responsive wp-image-1406068\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/shilova_veronika-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/shilova_veronika.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-338 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Veronika Shilova<\/p>\n<\/div><div class=\"fusion-text fusion-text-339 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Artefact Research Center; Toulouse III - Paul Sabatier University; Toulouse Mathematics Institute<\/p>\n<\/div><div class=\"fusion-text fusion-text-340\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Computer Vision, 3D Face Reconstruction, 3DMM, Diffusion Models, Fairness<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-189 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-7 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-116 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-112 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" title=\"shilova_veronika\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/shilova_veronika.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/shilova_veronika.webp\" alt class=\"lazyload img-responsive wp-image-1406068\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/shilova_veronika-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/shilova_veronika.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-117 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-91 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Veronika Shilova<\/p><\/div><div class=\"fusion-text fusion-text-341 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Artefact Research Center; Toulouse III - Paul Sabatier University; Toulouse Mathematics Institute<\/p>\n<\/div><div class=\"fusion-text fusion-text-342 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>Computer Vision, 3D Face Reconstruction, 3DMM, Diffusion Models, Fairness<\/p>\n<\/div><div class=\"fusion-text fusion-text-343\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>Veronika's research focuses on fairness in computer vision, developing methods to measure and mitigate bias across both general CV models and applications including 3D face reconstruction and text-to-image diffusion.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-118 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-113 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Vincent Auriau\" title=\"auriau_vincent\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_vincent.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_vincent.webp\" class=\"lazyload img-responsive wp-image-1406076\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_vincent-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_vincent.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-344 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Vincent Auriau<\/p>\n<\/div><div class=\"fusion-text fusion-text-345 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Artefact Research Center; MICS; CentraleSup\u00e9lec; Universit\u00e9 Paris-Saclay<\/p>\n<\/div><div class=\"fusion-text fusion-text-346\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Preference Modeling, Discrete Choice Modeling, Machine Learning<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-190 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-8 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-119 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-114 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" title=\"auriau_vincent\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_vincent.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_vincent.webp\" alt class=\"lazyload img-responsive wp-image-1406076\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_vincent-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/auriau_vincent.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-120 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-92 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Vincent Auriau<\/p><\/div><div class=\"fusion-text fusion-text-347 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Artefact Research Center; MICS; CentraleSup\u00e9lec; Universit\u00e9 Paris-Saclay<\/p>\n<\/div><div class=\"fusion-text fusion-text-348 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>Preference Modeling, Discrete Choice Modeling, Machine Learning<\/p>\n<\/div><div class=\"fusion-text fusion-text-349\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>After a few years working on machine learning algorithms at L'Or\u00e9al Research for diagnostic and formula predictions, Vincent started a PhD at Artefact on modeling customer purchases in retail. In particular, the work focuses on segmenting the observed behaviors as well as estimating products interactions (substitutability, complementarity) in large scale environments.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-121 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-115 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Charles Moslonka\" title=\"moslonka_charles\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/moslonka_charles.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/moslonka_charles.webp\" class=\"lazyload img-responsive wp-image-1406072\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/moslonka_charles-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/moslonka_charles.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-350 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Charles Moslonka<\/p>\n<\/div><div class=\"fusion-text fusion-text-351 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Artefact Research Center; MICS; CentraleSup\u00e9lec; Universit\u00e9 Paris-Saclay<\/p>\n<\/div><div class=\"fusion-text fusion-text-352\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Natural Language Processing, Large Language Models, Information Retrieval, Statistics, Physics<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-191 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-9 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-122 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-116 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" title=\"moslonka_charles\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/moslonka_charles.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/moslonka_charles.webp\" alt class=\"lazyload img-responsive wp-image-1406072\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/moslonka_charles-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/moslonka_charles.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-123 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-93 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Charles Moslonka<\/p><\/div><div class=\"fusion-text fusion-text-353 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Artefact Research Center; MICS; CentraleSup\u00e9lec; Universit\u00e9 Paris-Saclay<\/p>\n<\/div><div class=\"fusion-text fusion-text-354 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>Natural Language Processing, Large Language Models, Information Retrieval, Statistics, Physics<\/p>\n<\/div><div class=\"fusion-text fusion-text-355\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>Charles is a senior research scientist, specialized in evaluation and uncertainty quantification in LLMs and information retrieval.\nHe holds a Ph.D. in statistical physics from PSL University, during which he studied theoretical aspects of the thermodynamics of stochastic processes. ENS Paris-Saclay alumnus, he holds the physics agr\u00e9gation.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-124 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-117 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Hicham Randrianarivo\" title=\"randrianarivo_hicham\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/randrianarivo_hicham.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/randrianarivo_hicham.webp\" class=\"lazyload img-responsive wp-image-1406070\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/randrianarivo_hicham-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/randrianarivo_hicham.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-356 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Hicham Randrianarivo<\/p>\n<\/div><div class=\"fusion-text fusion-text-357 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Artefact Research Center; MICS; CentraleSup\u00e9lec; Universit\u00e9 Paris-Saclay<\/p>\n<\/div><div class=\"fusion-text fusion-text-358\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Information Retrieval, Generative Retrieval, Natural Language Processing, Large Language Models<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-192 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-10 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-125 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-118 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" title=\"randrianarivo_hicham\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/randrianarivo_hicham.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/randrianarivo_hicham.webp\" alt class=\"lazyload img-responsive wp-image-1406070\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/randrianarivo_hicham-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/randrianarivo_hicham.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-126 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-94 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Hicham Randrianarivo<\/p><\/div><div class=\"fusion-text fusion-text-359 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Artefact Research Center; MICS; CentraleSup\u00e9lec; Universit\u00e9 Paris-Saclay<\/p>\n<\/div><div class=\"fusion-text fusion-text-360 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>Information Retrieval, Generative Retrieval, Natural Language Processing, Large Language Models<\/p>\n<\/div><div class=\"fusion-text fusion-text-361\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>Hicham research focuses on methods for Information retrieval and especially how to use Large Languages Models to improve retrieval methods.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<div class=\"fusion_builder_column fusion-builder-column-127 fusion-flex-column post-card swiper-slide\" style=\"--awb-padding-top:24px;--awb-padding-right:24px;--awb-padding-bottom:24px;--awb-padding-left:24px;--awb-overflow:hidden;--awb-bg-color:var(--awb-color1);--awb-bg-color-hover:var(--awb-color1);--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-border-color:#e2e8f0;--awb-border-color-hover:rgba(255,0,102,0.11);--awb-border-top:1px;--awb-border-right:1px;--awb-border-bottom:1px;--awb-border-left:1px;--awb-border-style:solid;--awb-border-radius:16px 16px 16px 16px;--awb-transform:translateY(0px);--awb-transform-hover:translateY(-8px);--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-carousel-item-wrapper\"><div class=\"fusion-image-element\" style=\"--awb-margin-bottom:12px;--awb-max-width:80px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-119 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" alt=\"Emmanuel Malherbe\" title=\"malherbe_emmanuel\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/malherbe_emmanuel.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/malherbe_emmanuel.webp\" class=\"lazyload img-responsive wp-image-1406074\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/malherbe_emmanuel-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/malherbe_emmanuel.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-362 fusion-text-no-margin\" style=\"--awb-font-size:18px;--awb-line-height:1.25;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Emmanuel Malherbe<\/p>\n<\/div><div class=\"fusion-text fusion-text-363 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:28px;--awb-text-color:var(--awb-color3);--awb-margin-top:4px;--awb-margin-bottom:0px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Artefact Research Center<\/p>\n<\/div><div class=\"fusion-text fusion-text-364\" style=\"--awb-font-size:12px;--awb-line-height:16px;--awb-text-color:#64748b;--awb-margin-top:8px;--awb-text-font-family:var(--awb-custom_typography_2-font-family);--awb-text-font-weight:var(--awb-custom_typography_2-font-weight);--awb-text-font-style:var(--awb-custom_typography_2-font-style);\"><p>Neural Networks, Machine Learning, Uncertainty Estimation<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;flex-grow:1;width:100%;\"><\/div><div ><a class=\"fusion-button button-flat fusion-button-default-size button-custom fusion-button-default button-193 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:12px;--awb-padding-top:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--button_accent_color:var(--awb-color8);--button_border_color:var(--awb-color8);--button_accent_hover_color:var(--awb-color8);--button_border_hover_color:var(--awb-color8);--button_border_width-top:0;--button_border_width-right:0;--button_border_width-bottom:0;--button_border_width-left:0;--button-border-radius-top-left:0;--button-border-radius-top-right:0;--button-border-radius-bottom-right:0;--button-border-radius-bottom-left:0;--button_gradient_top_color:var(--awb-color6);--button_gradient_bottom_color:var(--awb-color6);--button_gradient_top_color_hover:var(--awb-color6);--button_gradient_bottom_color_hover:var(--awb-color6);--button_text_transform:var(--awb-custom_typography_5-text-transform);--button_font_size:12px;--button_line_height:16px;--button_typography-letter-spacing:var(--awb-custom_typography_5-letter-spacing);--button_typography-font-family:&quot;IBM Plex Sans&quot;;--button_typography-font-style:normal;--button_typography-font-weight:500;\" target=\"_self\" data-hover=\"underline\" href=\"#awb-open-oc__1406319\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">See more<\/span><\/a><\/div><\/div><div class=\"awb-post-card-off-canvas-content\"><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-13-11 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-color:#e2e8f0;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-128 fusion_builder_column_1_4 1_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:25%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:25%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:left;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-120 hover-type-none\" style=\"border-radius:50%;\"><img decoding=\"async\" width=\"400\" height=\"400\" title=\"malherbe_emmanuel\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/malherbe_emmanuel.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/malherbe_emmanuel.webp\" alt class=\"lazyload img-responsive wp-image-1406074\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27400%27%20height%3D%27400%27%20viewBox%3D%270%200%20400%20400%27%3E%3Crect%20width%3D%27400%27%20height%3D%27400%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/malherbe_emmanuel-200x200.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/malherbe_emmanuel.webp 400w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 400px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-129 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:50px;--awb-width-medium:75%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:50px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-95 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-text-color:var(--awb-color2);--awb-margin-bottom:0px;--awb-margin-bottom-small:8px;--awb-font-size:24px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:500;margin:0;font-size:1em;--fontSize:24;line-height:1.33;\">Emmanuel Malherbe<\/p><\/div><div class=\"fusion-text fusion-text-365 fusion-text-no-margin\" style=\"--awb-font-size:16px;--awb-line-height:24px;--awb-text-color:var(--awb-color3);--awb-margin-top:8px;--awb-margin-bottom:0px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:500;\"><p>Artefact Research Center<\/p>\n<\/div><div class=\"fusion-text fusion-text-366 fusion-text-no-margin\" style=\"--awb-font-size:14px;--awb-line-height:20px;--awb-margin-top:8px;--awb-margin-bottom:0px;\"><p>Neural Networks, Machine Learning, Uncertainty Estimation<\/p>\n<\/div><div class=\"fusion-text fusion-text-367\" style=\"--awb-font-size:16px;--awb-line-height:26px;--awb-text-color:#64748b;--awb-margin-top:24px;\"><p>Emmanuel joined Artefact to found the research center. He holds a PhD in Machine Learning, with applications in NLP for e-recruitment, and worked as a lead research scientist at L'Or\u00e9al Research and Huawei in neural networks for Computer Vision. His interests spans from designing neural networks tailored to specific data structures, uncertainty estimation and models interpretability.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<\/div><div class=\"awb-swiper-button awb-swiper-button-prev\"><i class=\"fa-angle-left fas\" aria-hidden=\"true\"><\/i><\/div><div class=\"awb-swiper-button awb-swiper-button-next\"><i class=\"fa-angle-right fas\" aria-hidden=\"true\"><\/i><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-14 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:0px;--awb-padding-right-small:5%;--awb-padding-left-small:5%;--awb-margin-top:40px;--awb-margin-bottom:40px;--awb-margin-top-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-130 fusion_builder_column_5_6 5_6 fusion-flex-column\" style=\"--awb-padding-right-small:0px;--awb-bg-size:cover;--awb-width-large:83.333333333333%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:60px;--awb-spacing-left-large:10px;--awb-width-medium:83.333333333333%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-margin-bottom-small:20px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-96 fusion-sep-none fusion-title-text fusion-title-size-two block_separator\" style=\"--awb-margin-bottom-small:8px;\"><h2 class=\"fusion-title-heading title-heading-left awb-gradient-text fusion-responsive-typography-calculated\" style=\"margin:0;background-color:var(--awb-color8);background-image:linear-gradient(90deg, var(--awb-color8) 0%,var(--awb-color4) 40%);--fontSize:50;line-height:1.2;\">Medium blog articles by our tech experts.<\/h2><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-131 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-margin-top-large:0px;--awb-spacing-right-large:0px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:0px;--awb-width-medium:100%;--awb-order-medium:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-spacing-right-medium:0px;--awb-spacing-left-medium:0px;--awb-width-small:100%;--awb-order-small:0;--awb-flex-grow-small:;--awb-flex-shrink-small:;--awb-spacing-right-small:0px;--awb-spacing-left-small:0px;\" id=\"my_grid\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"avada-grid\"><input type=\"hidden\" name=\"avada-grid-read-more-link\" value=\"READ MORE\"\/><input type=\"hidden\" name=\"avada-grid-read-more-text\" value=\"permalink\"\/><input type=\"hidden\" name=\"avada-grid-show-date\" value=\"1\"\/><input type=\"hidden\" name=\"avada-grid-show-excerpt\" value=\"1\"\/><div id=\"grid-container\" class=\"grid-container\"><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">Detecting Hallucinations in LLMs, One Token at a Time<\/p><p class=\"avada-grid-exceprt\">Large Language Models are astonishingly capable. They summarize, translate, reason, and code (better than me). But unlike me, they have also become notorious for inventing...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">11 Mai 2026<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-8.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">Will the Future of Agentic AI rely on Knowledge Graphs?<\/p><p class=\"avada-grid-exceprt\">As enterprises rush to operationalize AI, most discover that their data infrastructure was never designed for autonomous reasoning. Today, up to 80% of AI implementation...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/will-the-future-of-agentic-ai-rely-on-knowledge-graphs\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/will-the-future-of-agentic-ai-rely-on-knowledge-graphs\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/will-the-future-of-agentic-ai-rely-on-knowledge-graphs\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">02 Dezember 2025<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/10\/Template-Banner-website.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">Enriching the DIY experience: How ADEO uses AI to connect content and knowledge<\/p><p class=\"avada-grid-exceprt\">Assortment optimization is a critical process in retail that involves\u00a0curating the ideal mix of products\u00a0to meet consumer demand while taking into account the many logistics...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/enriching-the-diy-experience-how-adeo-uses-ai-to-connect-content-and-knowledge\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/enriching-the-diy-experience-how-adeo-uses-ai-to-connect-content-and-knowledge\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/enriching-the-diy-experience-how-adeo-uses-ai-to-connect-content-and-knowledge\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">09 Oktober 2025<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/10\/MEDIUM-MOTHERDUCK-X2.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">MotherDuck Explained: How the Next-Gen AI &amp; Analytics Solution Fits Into Your Data Stack<\/p><p class=\"avada-grid-exceprt\">MotherDuck extends DuckDB's analytical performance to the cloud with collaborative features, delivering 4x faster performance than BigQuery and cost savings over traditional data warehouses through...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/motherduck-explained-how-it-fits-into-your-data-stack-with-benchmarks\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/motherduck-explained-how-it-fits-into-your-data-stack-with-benchmarks\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/motherduck-explained-how-it-fits-into-your-data-stack-with-benchmarks\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">02 Oktober 2025<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/02\/Article-Medium.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">Assortment Optimization with discrete choice models in Python<\/p><p class=\"avada-grid-exceprt\">Assortment optimization is a critical process in retail that involves\u00a0curating the ideal mix of products\u00a0to meet consumer demand while taking into account the many logistics...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/assortment-optimization-with-discrete-choice-models-in-python\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/assortment-optimization-with-discrete-choice-models-in-python\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/assortment-optimization-with-discrete-choice-models-in-python\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">19 Februar 2025<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Article-RS-2.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">Is Preference Alignment Always the Best Option to Enhance LLM-Based Translation? An Empirical Analysis<\/p><p class=\"avada-grid-exceprt\">Neural metrics for machine translation (MT) evaluation have become increasingly prominent due to their superior correlation with human judgments compared to traditional lexical metrics<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/is-preference-alignment-always-the-best-option-to-enhance-llm-based-translation-an-empirical-analysis\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/is-preference-alignment-always-the-best-option-to-enhance-llm-based-translation-an-empirical-analysis\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/is-preference-alignment-always-the-best-option-to-enhance-llm-based-translation-an-empirical-analysis\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">03 Dezember 2024<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/10\/1-5.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">Choice-Learn: Large-scale choice modeling for operational contexts through the lens of machine learning<\/p><p class=\"avada-grid-exceprt\">Discrete choice models aim at predicting choice decisions made by individuals from a menu of alternatives, called an assortment. Well-known use cases include predicting a...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/choice-learn-large-scale-choice-modeling-for-operational-contexts-through-the-lens-of-machine-learning\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/choice-learn-large-scale-choice-modeling-for-operational-contexts-through-the-lens-of-machine-learning\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/choice-learn-large-scale-choice-modeling-for-operational-contexts-through-the-lens-of-machine-learning\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">07 Oktober 2024<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/Article-medium-GenAI-2.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">The era of generative AI: What\u2019s changing<\/p><p class=\"avada-grid-exceprt\">The abundance and diversity of responses to ChatGPT and other generative AIs, whether skeptical or enthusiastic, demonstrate the changes they're bringing about and the impact...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/the-era-of-generative-ai-whats-changing\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/the-era-of-generative-ai-whats-changing\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/the-era-of-generative-ai-whats-changing\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">21 September 2024<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/05\/image-banner-article-medium-on-artefact-career-system.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">How Artefact managed to develop a fair yet simple career system for software engineers<\/p><p class=\"avada-grid-exceprt\">In today\u2019s dynamic and ever-evolving tech industry, a career track can often feel like a winding path through a dense forest of opportunities. With rapid...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/how-artefact-managed-to-develop-a-fair-yet-simple-career-system-for-software-engineers\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/how-artefact-managed-to-develop-a-fair-yet-simple-career-system-for-software-engineers\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/how-artefact-managed-to-develop-a-fair-yet-simple-career-system-for-software-engineers\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">15 Mai 2024<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/02\/visuel-article-medium-LLMOps.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">Why you need LLMOps<\/p><p class=\"avada-grid-exceprt\">This article introduces LLMOps, a specialised branch merging DevOps and MLOps for managing the challenges posed by Large Language Models (LLMs)...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/why-you-need-llmops\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/why-you-need-llmops\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/why-you-need-llmops\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">08 Februar 2024<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/01\/visuel-final-article-medium-LangChain.png\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">Unleashing the Power of LangChain Expression Language (LCEL): from proof of concept to production<\/p><p class=\"avada-grid-exceprt\">LangChain has become one of the most used Python library to interact with LLMs in less than a year, but LangChain was mostly a library...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/unleashing-the-power-of-langchain-expression-language-lcel-from-proof-of-concept-to-production\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/unleashing-the-power-of-langchain-expression-language-lcel-from-proof-of-concept-to-production\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/unleashing-the-power-of-langchain-expression-language-lcel-from-proof-of-concept-to-production\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">31 Januar 2024<\/span><\/div><\/div><\/div><\/div><div class=\"avada-grid-content\"><div class=\"avada-grid-thumbnail\" style=\"height:282px; background-size: cover !important; background-image: url('https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/02\/article-medium-Treasure-Data.jpg\"'); background-position: center; background-repeat: no-repeat;><\/div><div class=\"avada-grid-content-text\"><div class=\"avada-grid-content-inner-text\"><p class=\"avada-grid-h3\">How we handled profile ID reconciliation using Treasure Data Unification and SQL<\/p><p class=\"avada-grid-exceprt\">In this article we explain the challenges of ID reconciliation and demonstrate our approach to create a unified profile ID in Customer Data Platform, specifically...<\/p><\/div><div class=\"avada-grid-footer\"><div class=\"avada-grid-meta\"><div class=\"avada-grid-col\" style=\"padding-top:5px;\"><a class=\"avada-share avada-share-link\" title=\"Share on linkedin\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https:\/\/www.artefact.com\/de\/blog\/how-we-handled-profile-id-reconciliation-using-treasure-data-unification-and-sql\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/linkedin.webp'><\/img><\/a><a class=\"avada-share avada-share-link\" title=\"Share on twitter\" target=\"_blank\" href=\"https:\/\/www.twitter.com\/intent\/tweet?url=https:\/\/www.artefact.com\/de\/blog\/how-we-handled-profile-id-reconciliation-using-treasure-data-unification-and-sql\/\"><img style='width:15px;height:15px;' src='https:\/\/www.artefact.com\/\/wp-content\/plugins\/avadagrid\/\/assets\/twitter.png'><\/a><\/div><div class=\"avada-grid-col avada-grid-right\"><a class=\"avada-grid-read_more\" href=\"https:\/\/www.artefact.com\/de\/blog\/how-we-handled-profile-id-reconciliation-using-treasure-data-unification-and-sql\/\" target=\"_self\">READ MORE<\/a><\/div><\/div><div class=\"avada-grid-col-date\"><span class=\"avada-grid-date\"><i class=\"fa fa-calendar\"><\/i><\/span><span class=\"avada-grid-date-text\">03 Januar 2024<\/span><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"avada-grid-loadmore\"><button class=\"avada-load-more\" data-conteiner=\"my_grid\" data-current-page=\"1\" data-per-page=\"12\" data-taxonomy=\"\" data-terms=\"medium\" data-post-type=\"blog\" href=\"#\">LOAD MORE<\/button><\/div><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":185,"featured_media":0,"parent":115154,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"_acf_changed":false,"ep_exclude_from_search":false,"footnotes":""},"class_list":["post-86083","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages\/86083","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/users\/185"}],"replies":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/comments?post=86083"}],"version-history":[{"count":4,"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages\/86083\/revisions"}],"predecessor-version":[{"id":1407913,"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages\/86083\/revisions\/1407913"}],"up":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages\/115154"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/media?parent=86083"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}