{"id":21376,"date":"2020-11-24T16:12:06","date_gmt":"2020-11-24T16:12:06","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=news&#038;p=21376"},"modified":"2024-09-20T17:45:38","modified_gmt":"2024-09-20T16:45:38","slug":"nlu-benchmark-for-intent-detection-and-named-entity-recognition-in-call-center-conversations","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/nlu-benchmark-for-intent-detection-and-named-entity-recognition-in-call-center-conversations\/","title":{"rendered":"\u547c\u53eb\u4e2d\u5fc3\u5bf9\u8bdd\u4e2d\u610f\u56fe\u68c0\u6d4b\u548c\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7684 NLU \u57fa\u51c6"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 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:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left:0px;--awb-margin-bottom:40px;--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-0 fusion_builder_column_1_2 1_2 fusion-flex-column avada-news-bloc-image\" style=\"--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: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-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-1 hover-type-none\"><img decoding=\"async\" width=\"300\" height=\"74\" title=\"\u4e2d\u578b Blog\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-300x74.png\" alt class=\"lazyload img-responsive wp-image-60582\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%274000%27%20height%3D%27992%27%20viewBox%3D%270%200%204000%20992%27%3E%3Crect%20width%3D%274000%27%20height%3D%27992%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-200x50.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-400x99.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-600x149.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-800x198.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog-1200x298.png 1200w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 800px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-padding-top:10px;--awb-padding-right:10px;--awb-padding-bottom:10px;--awb-padding-left:10px;--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: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-1\"><p>\u65b0\u95fb \/ \u4eba\u5de5\u667a\u80fd\u6280\u672f<\/p>\n<\/div><div class=\"fusion-text fusion-text-2\"><p>2020 \u5e74 11 \u6708 25 \u65e5<br \/>\n\u547c\u53eb\u4e2d\u5fc3\u987e\u95ee\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u5df2\u7ecf\u5f00\u59cb\u4f7f\u7528 NLU\uff0c\u4ee5\u5e2e\u52a9\u4ed6\u4eec\u66f4\u8f7b\u677e\u5730\u56de\u7b54\u5ba2\u6237\u7684\u8bf7\u6c42\u3002\u8981\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u5de5\u5177\u5fc5\u987b\u80fd\u591f\u540c\u65f6\u8bc6\u522b\u5ba2\u6237\u8bf7\u6c42\u53ca\u5176\u7279\u5f81\uff0c\u6362\u53e5\u8bdd\u8bf4\uff0c\u5c31\u662f\u8bc6\u522b\u610f\u56fe\u548c\u547d\u540d\u5b9e\u4f53\u3002.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 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-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-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-color:#ffffff;--awb-bg-color-hover:#ffffff;--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-text fusion-text-3\" style=\"--awb-text-color:#000000;\"><p><em>\u201cOK\u8c37\u6b4c\uff0c\u5728Spotify\u4e0a\u64ad\u653e\u6eda\u77f3\u4e50\u961f\u7684\u6b4c\u66f2\u201d\uff0c\u201cAlexa\uff0c\u4eca\u5929\u5df4\u9ece\u7684\u5929\u6c14\u5982\u4f55\uff1f\u201d\uff0c\u201cSiri\uff0c\u6cd5\u56fd\u603b\u7edf\u662f\u8c01\uff1f\u201d<\/em><\/p>\n<p><span style=\"font-weight: 400;\">\u5982\u679c\u60a8\u66fe\u7ecf\u4f7f\u7528\u8fc7\u8bed\u97f3\u52a9\u624b\uff0c\u90a3\u4e48\u60a8\u5c31\u95f4\u63a5\u4f7f\u7528\u8fc7\u4e00\u4e9b\u81ea\u7136\u8bed\u8a00\u7406\u89e3\uff08NLU\uff09\u6d41\u7a0b\u3002\u540c\u6837\u7684\u9053\u7406\u4e5f\u9002\u7528\u4e8e\u804a\u5929\u673a\u5668\u4eba\u52a9\u624b\u6216\u5ba2\u6237\u670d\u52a1\u4e2d\u7684\u81ea\u52a8\u8def\u7531\u5355\u3002\u4e00\u6bb5\u65f6\u95f4\u4ee5\u6765\uff0cNLU \u5df2\u7ecf\u6210\u4e3a\u6211\u4eec\u65e5\u5e38\u751f\u6d3b\u7684\u4e00\u90e8\u5206\uff0c\u800c\u4e14\u53ef\u80fd\u4e0d\u4f1a\u505c\u6b62\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4f8b\u5982\uff0c\u901a\u8fc7\u81ea\u52a8\u63d0\u53d6\u5ba2\u6237\u610f\u56fe\uff0cNLU \u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u5feb\u3001\u66f4\u51c6\u786e\u5730\u56de\u7b54\u5ba2\u6237\u7684\u8981\u6c42\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6bcf\u5bb6\u5927\u516c\u53f8\u90fd\u7740\u624b\u5f00\u53d1\u81ea\u5df1\u7684\u89e3\u51b3\u65b9\u6848\u3002\u7136\u800c\uff0cNLU \u9886\u57df\u73b0\u6709\u7684\u5404\u79cd\u5e93\u548c\u6a21\u578b\uff0c\u90fd\u58f0\u79f0\u5177\u6709\u6700\u5148\u8fdb\u7684\u6280\u672f\u6216\u5f88\u5bb9\u6613\u83b7\u5f97\u7ed3\u679c\uff0c\u8981\u627e\u5230\u81ea\u5df1\u7684\u65b9\u5411\u6709\u65f6\u5f88\u590d\u6742\u3002\u6211\u4eec\u5728 Artefact \u7684\u65e0\u635f\u68c0\u6d4b\u9879\u76ee\u4e2d\u8bd5\u7528\u4e86\u5404\u79cd\u5e93\uff0c\u5e0c\u671b\u4e0e\u5927\u5bb6\u5206\u4eab\u6211\u4eec\u7684\u6210\u679c\uff0c\u5e2e\u52a9\u5927\u5bb6\u66f4\u597d\u5730\u4e86\u89e3\u65e0\u635f\u68c0\u6d4b\u9886\u57df\u7684\u73b0\u6709\u5de5\u5177\u3002.<\/span><\/p>\n<p class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if df ek\"><span style=\"color: #ff0066;\"><strong>\u4ec0\u4e48\u662f NLU\uff1f<\/strong><\/span><\/p>\n<p class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if df ek\">\u81ea\u7136\u8bed\u8a00\u7406\u89e3\uff08NLU\uff09\u7684\u5b9a\u4e49\u662f\u00a0<a class=\"ck jk\" href=\"https:\/\/www.gartner.com\/en\/information-technology\/glossary\/nlu-natural-language-understanding\" target=\"_blank\" rel=\"noopener nofollow noreferrer\">Gartner<\/a>\u00a0\u662f\u6307 \u201c\u8ba1\u7b97\u673a\u5bf9\u4eba\u7c7b\u8bed\u8a00\u7684\u7ed3\u6784\u548c\u610f\u4e49\u7684\u7406\u89e3\uff08......\uff09\"\u3002<em class=\"jj\">\u4f8b\u5982.<\/em>, \u5b83\u5141\u8bb8\u7528\u6237\u4f7f\u7528\u81ea\u7136\u53e5\u5b50\u4e0e\u8ba1\u7b97\u673a\u8fdb\u884c\u4ea4\u4e92\u201d\u3002\u6362\u53e5\u8bdd\u8bf4\uff0cNLU \u662f artificial intelligence \u7684\u4e00\u4e2a\u5b50\u57df\uff0c\u901a\u8fc7\u5206\u6790\u6587\u672c\u3001\u5c06\u5176\u8f6c\u6362\u4e3a\u8ba1\u7b97\u673a\u8bed\u8a00\u5e76\u4ee5\u4eba\u7c7b\u53ef\u7406\u89e3\u7684\u5f62\u5f0f\u8f93\u51fa\uff0c\u5b9e\u73b0\u5bf9\u6587\u672c\u7684\u89e3\u91ca\u3002.<\/p>\n<p class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if df ek\">\u5982\u679c\u60a8\u4ed4\u7ec6\u7814\u7a76\u4e00\u4e0b\u804a\u5929\u673a\u5668\u4eba\u548c\u865a\u62df\u52a9\u624b\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff0c\u4ece\u60a8\u7684\u8bf7\u6c42\u5230\u5b83\u4eec\u7684\u56de\u7b54\uff0cNLU \u662f\u4e00\u5c42\u63d0\u53d6\u60a8\u7684\u4e3b\u8981\u610f\u56fe\u548c\u5bf9\u673a\u5668\u91cd\u8981\u7684\u4efb\u4f55\u4fe1\u606f\uff0c\u4ee5\u4fbf\u5b83\u80fd\u6700\u597d\u5730\u56de\u7b54\u60a8\u7684\u8bf7\u6c42\u3002\u6bd4\u65b9\u8bf4\uff0c\u60a8\u81f4\u7535\u6700\u559c\u6b22\u7684\u54c1\u724c\u5ba2\u670d\uff0c\u60f3\u77e5\u9053\u60a8\u68a6\u60f3\u4e2d\u7684\u5305\u5305\u5728\u60a8\u6240\u5728\u7684\u57ce\u5e02\u662f\u5426\u6709\u8d27\uff1aNLU \u4f1a\u544a\u8bc9\u5ba2\u670d\u52a9\u7406\u60a8\u6709\u4e00\u4e2a\u4ea7\u54c1\u53ef\u7528\u6027\u8bf7\u6c42\uff0c\u5e76\u5728\u4ea7\u54c1 database \u4e2d\u67e5\u627e\u8be5\u7279\u5b9a\u4ea7\u54c1\uff0c\u4ee5\u4e86\u89e3\u5b83\u662f\u5426\u5728\u60a8\u60f3\u8981\u7684\u5730\u70b9\u6709\u552e\u3002\u591a\u4e8f\u4e86 NLU\uff0c\u6211\u4eec\u624d\u63d0\u53d6\u51fa\u4e86\u4e00\u4e2a\u610f\u56fe\u3001\u4e00\u4e2a\u4ea7\u54c1\u540d\u79f0\u548c\u4e00\u4e2a\u5730\u70b9\u3002.<\/p>\n<div class=\"in io ip iq aj ir\" tabindex=\"0\" role=\"button\">\n<div class=\"cx cy jl\">\n<div class=\"ix s ip iy\">\n<div class=\"jm ja s\">\n<div class=\"is it t u v iu aj bm iv iw\"><\/div>\n<p><div style=\"width: 725px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"lazyload ts tt t u v iu aj c\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27715%27%20height%3D%27258%27%20viewBox%3D%270%200%20715%20258%27%3E%3Crect%20width%3D%27715%27%20height%3D%27258%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0I1biKTnMgj7kziLM.png\" alt=\"Image for post\" width=\"715\" height=\"258\" \/><p class=\"wp-caption-text\"><em>(\u4e0a\u56fe\uff1a\u5ba2\u6237\u610f\u56fe\u548c\u4ece\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u7684\u591a\u4e2a\u5b9e\u4f53\u7684\u793a\u610f\u56fe\uff09<\/em><\/p><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><span style=\"font-weight: 400;\">\u81ea\u7136\u8bed\u8a00\u5df2\u878d\u5165\u5927\u591a\u6570\u516c\u53f8\u7684 data \u4e2d\uff0c\u968f\u7740\u8fd9\u4e00\u9886\u57df\u6700\u8fd1\u53d6\u5f97\u7684\u7a81\u7834\uff0c\u8003\u8651\u5230\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u7b97\u6cd5\u7684\u6c11\u4e3b\u5316\u3001\u83b7\u5f97\u66f4\u591a\u8ba1\u7b97\u80fd\u529b\u548c\u66f4\u591a data \u7684\u673a\u4f1a\uff0c\u8bb8\u591a\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u9879\u76ee\u5df2\u7ecf\u542f\u52a8\u3002\u8ba9\u6211\u4eec\u6765\u770b\u770b\u5176\u4e2d\u7684\u4e00\u4e2a\u3002.<\/span><\/p>\n<p class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if df ek\"><strong><span style=\"color: #ff0066;\">\u9879\u76ee\u4ecb\u7ecd<\/span><\/strong><\/p>\n<p><span style=\"font-weight: 400;\">\u5982\u524d\u6240\u8ff0\uff0c\u4f7f\u7528 NLU \u7684\u4e00\u4e2a\u5178\u578b\u9879\u76ee\u662f\u5e2e\u52a9\u547c\u53eb\u4e2d\u5fc3\u987e\u95ee\u5728\u5bf9\u8bdd\u8fc7\u7a0b\u4e2d\u66f4\u8f7b\u677e\u5730\u56de\u7b54\u5ba2\u6237\u7684\u8bf7\u6c42\u3002\u8fd9\u9700\u8981\u6211\u4eec\u6267\u884c\u4e24\u9879\u4e0d\u540c\u7684\u4efb\u52a1\uff1a<\/span><\/p>\n<ul class=\"\">\n<li id=\"84be\" class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if jr js jt ek\" data-selectable-paragraph=\"\"><strong class=\"hm ju\">\u4e86\u89e3\u5ba2\u6237\u7684\u610f\u56fe<\/strong> \u901a\u8bdd\u671f\u95f4\uff08\u5373\u6587\u672c\u5206\u7c7b\uff09<\/li>\n<li id=\"75e0\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\"><strong class=\"hm ju\">\u6293\u4f4f\u91cd\u8981\u56e0\u7d20<\/strong> \u4f8b\u5982\u5408\u540c\u7f16\u53f7\u3001\u4ea7\u54c1\u7c7b\u578b\u3001\u4ea7\u54c1\u989c\u8272\u7b49\u3002.<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u5f53\u6211\u4eec\u7b2c\u4e00\u6b21\u67e5\u770b\u9488\u5bf9\u8fd9\u4e24\u9879\u4efb\u52a1\u53d1\u5e03\u7684\u7b80\u5355\u73b0\u6210\u7684\u89e3\u51b3\u65b9\u6848\u65f6\uff0c\u6211\u4eec\u53d1\u73b0\u6709\u5341\u51e0\u4e2a\u6846\u67b6\uff0c\u6709\u4e9b\u662f\u7531 GAFAM \u5f00\u53d1\u7684\uff0c\u6709\u4e9b\u662f\u7531\u5f00\u6e90\u5e73\u53f0\u8d21\u732e\u8005\u5f00\u53d1\u7684\u3002\u6211\u4eec\u4e0d\u53ef\u80fd\u77e5\u9053\u8be5\u4e3a\u6211\u4eec\u7684\u7528\u4f8b\u9009\u62e9\u54ea\u4e00\u4e2a\uff0c\u4e5f\u4e0d\u53ef\u80fd\u77e5\u9053\u5b83\u4eec\u4e2d\u7684\u6bcf\u4e00\u4e2a\u5728\u5177\u4f53\u9879\u76ee\u548c\u771f\u5b9e\u7684 data\uff08\u8fd9\u91cc\u662f\u8f6c\u5f55\u4e3a\u6587\u672c\u7684\u547c\u53eb\u4e2d\u5fc3\u97f3\u9891\u5bf9\u8bdd\uff09\u4e0a\u7684\u8868\u73b0\u5982\u4f55\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u51b3\u5b9a\u5206\u4eab\u6211\u4eec\u7684\u6027\u80fd\u57fa\u51c6\uff0c\u5176\u4e2d\u5305\u62ec\u4e00\u4e9b\u63d0\u793a\u4ee5\u53ca\u6211\u4eec\u6d4b\u8bd5\u8fc7\u7684\u6bcf\u79cd\u89e3\u51b3\u65b9\u6848\u7684\u4f18\u70b9\u548c\u7f3a\u70b9\u3002.<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8be5\u57fa\u51c6\u6d4b\u8bd5\u662f\u4f7f\u7528\u82f1\u8bed data \u548c\u8f6c\u5f55\u8bed\u97f3\u6587\u672c\u5b8c\u6210\u7684\uff0c\u56e0\u6b64\u5bf9\u4e8e\u5176\u4ed6\u8bed\u8a00\u6216\u76f4\u63a5\u4f7f\u7528\u4e66\u9762\u6587\u672c\u7684\u5e94\u7528\u800c\u8a00\uff0c\u5176\u53c2\u8003\u610f\u4e49\u8f83\u5c0f\u3001, <\/span><\/i><span style=\"font-weight: 400;\">\u4f8b\u5982.<\/span><i><span style=\"font-weight: 400;\"> \u804a\u5929\u673a\u5668\u4eba\u4f7f\u7528\u6848\u4f8b\u3002.<\/span><\/i><\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 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-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-3 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-color:#ffffff;--awb-bg-color-hover:#ffffff;--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-text fusion-text-4\" style=\"--awb-text-color:#000000;\"><p id=\"4a7e\" class=\"gm gn dn ce go gp gq gr gs gt gu gv gw gx gy gz ha hb hc hd he hf hg hh hi hj ek\"><span style=\"color: #ff0066;\"><strong>\u57fa\u51c6<\/strong><\/span><\/p>\n<p><strong>\u610f\u56fe\u68c0\u6d4b <\/strong><\/p>\n<p class=\"hk hl dn hm b hn ho gr hp hq hr gv hs ht hu hv hw hx hy hz ia ib ic id ie if df ek\" data-selectable-paragraph=\"\"><span style=\"font-weight: 400;\">\u8fd9\u91cc\u7684\u76ee\u6807\u662f\u80fd\u591f\u68c0\u6d4b\u51fa\u5ba2\u6237\u60f3\u8981\u4ec0\u4e48\uff0c\u4e5f\u5c31\u662f\u4ed6\/\u5979\u7684\u610f\u56fe\u3002\u7ed9\u5b9a\u4e00\u4e2a\u53e5\u5b50\uff0c\u6a21\u578b\u5fc5\u987b\u80fd\u591f\u5c06\u5176\u5f52\u5165\u6b63\u786e\u7684\u7c7b\u522b\uff0c\u6bcf\u4e2a\u7c7b\u522b\u5bf9\u5e94\u4e00\u4e2a\u9884\u5b9a\u4e49\u7684\u610f\u56fe\u3002\u5982\u679c\u6709\u591a\u4e2a\u7c7b\u522b\uff0c\u5219\u79f0\u4e3a\u591a\u7c7b\u522b\u5206\u7c7b\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u610f\u56fe\u53ef\u4ee5\u662f \u201cwantsToPurchaseProduct \u201d\u6216 \u201cisLookingForInformation\u201d\u3002\u5728\u6211\u4eec\u7684\u6848\u4f8b\u4e2d\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86 <\/span><b>5 \u79cd\u4e0d\u540c\u7684\u610f\u56fe<\/b><span style=\"font-weight: 400;\"> \u548c\u4ee5\u4e0b\u516d\u4e2a\u89e3\u51b3\u65b9\u6848\u88ab\u7528\u4e8e\u57fa\u51c6\u6d4b\u8bd5\uff1a<\/span><\/p>\n<ul class=\"\">\n<li id=\"1ff3\" class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if jr js jt ek\" data-selectable-paragraph=\"\"><a class=\"ck jk\" href=\"https:\/\/fasttext.cc\/docs\/en\/supervised-tutorial.html\" target=\"_blank\" rel=\"noopener nofollow noreferrer\"><strong class=\"hm ju\">\u5feb\u901f\u6587\u672c<\/strong><\/a><strong class=\"hm ju\">:<\/strong>\u00a0\u8be5\u5e93\u7531 Facebook \u4eba\u5de5\u667a\u80fd\u7814\u7a76\u5b9e\u9a8c\u5ba4\u521b\u5efa\uff0c\u7528\u4e8e\u9ad8\u6548\u5b66\u4e60\u5355\u8bcd\u8868\u8ff0\u548c\u53e5\u5b50\u5206\u7c7b\u3002.<\/li>\n<li id=\"ae4c\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\"><a class=\"ck jk\" href=\"https:\/\/uber.github.io\/ludwig\/examples\/#natural-language-understanding\" target=\"_blank\" rel=\"noopener nofollow noreferrer\"><strong class=\"hm ju\">\u8def\u5fb7\u7ef4\u5e0c<\/strong><\/a><strong class=\"hm ju\">:<\/strong> <span style=\"font-weight: 400;\">\u662f\u4e00\u4e2a\u65e0\u9700\u7f16\u5199\u4ee3\u7801\u5c31\u80fd\u4f7f\u7528\u547d\u4ee4\u884c\u6216\u7f16\u7a0b API \u8bad\u7ec3\u548c\u6d4b\u8bd5\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5de5\u5177\u7bb1\u3002\u7528\u6237\u53ea\u9700\u63d0\u4f9b\u4e00\u4e2a CSV \u6587\u4ef6\uff08\u6216\u4f7f\u7528\u7f16\u7a0b API \u7684 pandas DataFrame\uff09\uff0c\u5176\u4e2d\u5305\u542b\u4ed6\/\u5979\u7684 data\u3001\u7528\u4f5c\u8f93\u5165\u7684\u5217\u5217\u8868\u4ee5\u53ca\u7528\u4f5c\u8f93\u51fa\u7684\u5217\u5217\u8868\uff0c\u8def\u5fb7\u7ef4\u683c\u5c31\u4f1a\u5b8c\u6210\u5269\u4e0b\u7684\u5de5\u4f5c\u3002.<\/span><\/li>\n<li id=\"876d\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\"><strong class=\"hm ju\">\u903b\u8f91\u56de\u5f52\u00a0<\/strong><a class=\"ck jk\" href=\"https:\/\/spacy.io\/usage\/spacy-101\" target=\"_blank\" rel=\"noopener nofollow noreferrer\"><strong class=\"hm ju\">\u6c34\u8d28\u9884\u5904\u7406<\/strong><\/a><strong class=\"hm ju\">:<\/strong> <span style=\"font-weight: 400;\">\u4f7f\u7528 scikit-learn \u5e93\u8fdb\u884c\u7ecf\u5178\u903b\u8f91\u56de\u5f52\uff0c\u5e76\u4f7f\u7528 spaCy \u5e93\u8fdb\u884c\u81ea\u5b9a\u4e49\u9884\u5904\u7406\uff08\u6807\u8bb0\u5316\u3001\u8bcd\u6cd5\u5316\u3001\u5220\u9664\u505c\u6b62\u8bcd\uff09\u3002.<\/span><\/li>\n<li id=\"e702\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\"><a class=\"ck jk\" href=\"https:\/\/github.com\/explosion\/spacy-transformers\" target=\"_blank\" rel=\"noopener nofollow noreferrer\"><strong class=\"hm ju\">\u5e26\u6c34\u7597\u7ba1\u9053\u7684 BERT<\/strong><\/a><strong class=\"hm ju\">:<\/strong> <span style=\"font-weight: 400;\">spaCy \u6a21\u578b\u7ba1\u9053\u5305\u542b Hugging Face \u7684\u53d8\u538b\u5668\u8f6f\u4ef6\u5305\uff0c\u53ef\u8f7b\u677e\u8bbf\u95ee BERT \u7b49\u6700\u5148\u8fdb\u7684\u53d8\u538b\u5668\u67b6\u6784\u3002.<\/span><\/li>\n<li id=\"a632\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\"><a class=\"ck jk\" href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/cognitive-services\/luis\/\" target=\"_blank\" rel=\"noopener nofollow noreferrer\"><strong class=\"hm ju\">\u8def\u6613\u65af<\/strong><\/a><strong class=\"hm ju\">:<\/strong> <span style=\"font-weight: 400;\">\u57fa\u4e8e Microsoft cloud \u7684\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u670d\u52a1\u53ef\u5c06\u5b9a\u5236\u7684\u673a\u5668\u5b66\u4e60\u667a\u80fd\u5e94\u7528\u4e8e\u7528\u6237\u7684\u4f1a\u8bdd\u3001\u81ea\u7136\u8bed\u8a00\u6587\u672c\uff0c\u4ee5\u9884\u6d4b\u610f\u56fe\u548c\u5b9e\u4f53<\/span>.<\/li>\n<li id=\"0dfe\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\"><a class=\"ck jk\" href=\"https:\/\/github.com\/flairNLP\/flair\" target=\"_blank\" rel=\"noopener nofollow noreferrer\"><strong class=\"hm ju\">\u5f17\u83b1\u5c14<\/strong><\/a><strong class=\"hm ju\">:<\/strong>\u00a0<span style=\"font-weight: 400;\">\u662f\u4e00\u4e2a\u7528\u4e8e\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09\u3001\u8bed\u97f3\u90e8\u5206\u6807\u8bb0\uff08PoS\uff09\u3001\u610f\u4e49\u6d88\u6b67\u548c\u5206\u7c7b\u7b49\u591a\u9879\u4efb\u52a1\u7684\u5148\u8fdb NLP \u6846\u67b6\u3002.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u4ee5\u4e0b\u6a21\u578b\u5747\u5728\u76f8\u540c\u7684 datasets \u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u548c\u6d4b\u8bd5\uff1a1600 \u4e2a\u8bed\u6599\u7528\u4e8e\u8bad\u7ec3\uff0c400 \u4e2a\u7528\u4e8e\u6d4b\u8bd5\u3002\u6a21\u578b\u5c1a\u672a\u7ecf\u8fc7\u5fae\u8c03\uff0c\u56e0\u6b64\u5176\u4e2d\u4e00\u4e9b\u6a21\u578b\u7684\u6027\u80fd\u53ef\u80fd\u4f1a\u6bd4\u4e0b\u9762\u4ecb\u7ecd\u7684\u66f4\u597d\u3002.<\/span><\/p>\n<figure class=\"ih ii ij ik il im cx cy paragraph-image\">\n<div class=\"in io ip iq aj ir\" tabindex=\"0\" role=\"button\">\n<div class=\"cx cy kr\">\n<div class=\"ix s ip iy\">\n<div class=\"ks ja s\">\n<div class=\"is it t u v iu aj bm iv iw\"><\/div>\n<p><img decoding=\"async\" class=\"lazyload va vb t u v iu aj c\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0OjPKI5wNoTgCuUKG.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0OjPKI5wNoTgCuUKG.png\" data-sizes=\"auto\" data-orig-sizes=\"700px\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27862%27%20height%3D%27289%27%20viewBox%3D%270%200%20862%20289%27%3E%3Crect%20width%3D%27862%27%20height%3D%27289%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0OjPKI5wNoTgCuUKG.png 276w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0OjPKI5wNoTgCuUKG.png 552w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0OjPKI5wNoTgCuUKG.png 640w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0OjPKI5wNoTgCuUKG.png 700w\" alt=\"Image for post\" width=\"862\" height=\"289\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><figcaption class=\"jn jo cz cx cy jp jq ce b eu cg fx\" data-selectable-paragraph=\"\">\u4e0d\u540c\u610f\u56fe\u68c0\u6d4b\u6a21\u578b\u7684\u6027\u80fd\u7ed3\u679c<\/figcaption><\/figure>\n<p id=\"8774\" class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if df ek\" data-selectable-paragraph=\"\"><em class=\"jj\">*\u672c\u5730 Macbook Air\uff081.6GHz \u53cc\u6838\u82f1\u7279\u5c14\u9177\u777f i5-8 Go 1600 MHz DDR3 \u5185\u5b58\uff09\u7684\u63a8\u7406\u65f6\u95f4\u3002.<\/em><\/p>\n<ul class=\"\">\n<li id=\"f4ae\" class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if jr js jt ek\" data-selectable-paragraph=\"\">\u603b\u4f53\u800c\u8a00\uff0c\u5c31\u6027\u80fd\u800c\u8a00\uff0c\u6240\u6709\u89e3\u51b3\u65b9\u6848\u90fd\u53d6\u5f97\u4e86\u826f\u597d\u751a\u81f3\u975e\u5e38\u597d\u7684\u7ed3\u679c\uff08F1 \u5206\u6570\u5927\u4e8e 70%\uff09\u3002.<\/li>\n<li id=\"f9b8\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\">\u8def\u5fb7\u7ef4\u683c\u6a21\u578b\u548c\u8def\u6613\u65af\u6a21\u578b\u7684\u4e00\u4e2a\u4e0d\u4fbf\u4e4b\u5904\u662f\uff0c\u5b83\u4eec\u662f\u975e\u5e38 \u201c\u9ed1\u7bb1 \u201d\u7684\u6a21\u578b\uff0c\u56e0\u6b64\u66f4\u96be\u7406\u89e3\u548c\u5fae\u8c03\u3002.<\/li>\n<li id=\"e785\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\">LUIS \u662f\u6d4b\u8bd5\u8fc7\u7684\u552f\u4e00\u4e00\u4e2a\u975e\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\uff0c\u56e0\u6b64\u4ef7\u683c\u8981\u8d35\u5f97\u591a\u3002\u6b64\u5916\uff0c\u5176 Python API \u7684\u4f7f\u7528\u53ef\u80fd\u6bd4\u8f83\u590d\u6742\uff0c\u56e0\u4e3a\u5b83\u6700\u521d\u662f\u8bbe\u8ba1\u4e3a\u901a\u8fc7\u70b9\u51fb\u6309\u94ae\u754c\u9762\u4f7f\u7528\u7684\u3002\u4e0d\u8fc7\uff0c\u5982\u679c\u60a8\u7684\u9879\u76ee\u4ee5\u6295\u5165\u751f\u4ea7\u4e3a\u76ee\u6807\uff0c\u5e76\u4e14\u5176\u57fa\u7840\u67b6\u6784\u5efa\u7acb\u5728 Azure \u7b49\u5e73\u53f0\u4e0a\uff0c\u90a3\u4e48\u5b83\u53ef\u80fd\u662f\u60a8\u7684\u9996\u9009\u89e3\u51b3\u65b9\u6848\uff0c\u56e0\u4e3a\u8fd9\u6837\u6a21\u578b\u7684\u96c6\u6210\u4f1a\u66f4\u5bb9\u6613\u3002.<\/li>\n<\/ul>\n<p id=\"7814\" class=\"ka gn dn ce go kb kc kd gs ke kf kg gw kh ki kj ha kk kl km he kn ko kp hi kq ek\"><strong><span style=\"color: #ff0066;\">\u5b9e\u4f53\u63d0\u53d6<\/span><\/strong><\/p>\n<p><span style=\"font-weight: 400;\">\u6211\u4eec\u7684\u76ee\u6807\u662f\u80fd\u591f\u627e\u5230\u7279\u5b9a\u7684\u8bcd\u8bed\uff0c\u5e76\u5c06\u5176\u6b63\u786e\u5f52\u5165\u9884\u5b9a\u4e49\u7684\u7c7b\u522b\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5f53\u60a8\u68c0\u6d4b\u5230\u5ba2\u6237\u60f3\u8981\u505a\u4ec0\u4e48\u65f6\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u5728\u4ed6\/\u5979\u7684\u8bf7\u6c42\u4e2d\u627e\u5230\u66f4\u591a\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u5982\u679c\u5ba2\u6237\u60f3\u4e70\u4e1c\u897f\uff0c\u60a8\u53ef\u80fd\u60f3\u77e5\u9053\u662f\u54ea\u79cd\u4ea7\u54c1\u3001\u54ea\u79cd\u989c\u8272\uff1b\u5982\u679c\u5ba2\u6237\u60f3\u9000\u8d27\uff0c\u60a8\u53ef\u80fd\u60f3\u77e5\u9053\u662f\u5728\u54ea\u4e00\u5929\u6216\u54ea\u5bb6\u5546\u5e97\u8d2d\u4e70\u7684\u3002\u5728\u6211\u4eec\u7684\u6848\u4f8b\u4e2d\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86 <\/span><b>16 \u4e2a\u81ea\u5b9a\u4e49\u5b9e\u4f53<\/b><span style=\"font-weight: 400;\">\u5305\u62ec 9 \u4e2a\u4e0e\u4ea7\u54c1\u76f8\u5173\u7684\u5b9e\u4f53\uff08\u540d\u79f0\u3001\u989c\u8272\u3001\u7c7b\u578b\u3001\u6750\u6599\u3001\u5c3a\u5bf8......\uff09\u4ee5\u53ca\u4e0e\u5730\u7406\u548c\u65f6\u95f4\u76f8\u5173\u7684\u9644\u52a0\u5b9e\u4f53\u3002\u5728\u610f\u56fe\u68c0\u6d4b\u65b9\u9762\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u51e0\u79cd\u89e3\u51b3\u65b9\u6848\u4f5c\u4e3a\u57fa\u51c6\uff1a<\/span><\/p>\n<ul class=\"\">\n<li id=\"242d\" class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if jr js jt ek\" data-selectable-paragraph=\"\"><a class=\"ck jk\" href=\"https:\/\/spacy.io\/usage\/training#ner\" target=\"_blank\" rel=\"noopener nofollow noreferrer\"><strong class=\"hm ju\">\u6c34\u7597<\/strong><\/a><strong class=\"hm ju\">:<\/strong> \u662f\u4e00\u4e2a\u7528\u4e8e Python \u9ad8\u7ea7\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u5f00\u6e90\u5e93\uff0c\u63d0\u4f9b\u5305\u62ec\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u5728\u5185\u7684\u5404\u79cd\u529f\u80fd\u3002.<\/li>\n<li id=\"ae57\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\"><strong class=\"hm ju\">\u8def\u6613\u65af\uff1a<\/strong>\u00a0<em class=\"jj\">\u89c1\u4e0a\u6587<\/em><\/li>\n<li id=\"e8d0\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\"><strong class=\"hm ju\">\u8def\u5fb7\u7ef4\u5e0c<\/strong><em class=\"jj\">\u00a0\u89c1\u4e0a\u6587<\/em><\/li>\n<li id=\"efaa\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\"><strong class=\"hm ju\">\u5f17\u83b1\u5c14<\/strong>\u00a0<em class=\"jj\">\u89c1\u4e0a\u6587<\/em><\/li>\n<\/ul>\n<p id=\"06f5\" class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if df ek\" data-selectable-paragraph=\"\"><span style=\"font-weight: 400;\">\u4ee5\u4e0b\u6a21\u578b\u5747\u5728\u76f8\u540c\u7684 datasets \u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u548c\u6d4b\u8bd5\uff1a1600 \u4e2a\u8bed\u6599\u7528\u4e8e\u8bad\u7ec3\uff0c400 \u4e2a\u7528\u4e8e\u6d4b\u8bd5\u3002\u6a21\u578b\u5c1a\u672a\u7ecf\u8fc7\u5fae\u8c03\uff0c\u56e0\u6b64\u5176\u4e2d\u4e00\u4e9b\u6a21\u578b\u7684\u6027\u80fd\u53ef\u80fd\u4f1a\u6bd4\u4e0b\u9762\u4ecb\u7ecd\u7684\u66f4\u597d\u3002.<\/span><\/p>\n<figure class=\"ih ii ij ik il im cx cy paragraph-image\">\n<div class=\"cx cy kt\">\n<div class=\"ix s ip iy\">\n<div class=\"ku ja s\">\n<div class=\"is it t u v iu aj bm iv iw\"><\/div>\n<p><img decoding=\"async\" class=\"lazyload va vb t u v iu aj c\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0xOx9HfmdoP11xP-r.png\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0xOx9HfmdoP11xP-r.png\" data-sizes=\"auto\" data-orig-sizes=\"528px\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27528%27%20height%3D%27158%27%20viewBox%3D%270%200%20528%20158%27%3E%3Crect%20width%3D%27528%27%20height%3D%27158%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0xOx9HfmdoP11xP-r.png 276w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/09\/0xOx9HfmdoP11xP-r.png 528w\" alt=\"Image for post\" width=\"528\" height=\"158\" \/><\/p>\n<\/div>\n<\/div>\n<\/div><figcaption class=\"jn jo cz cx cy jp jq ce b eu cg fx\" data-selectable-paragraph=\"\">\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u7ed3\u679c<\/figcaption><\/figure>\n<ul class=\"\">\n<li id=\"47eb\" class=\"hk hl dn hm b hn je gr hp hq jf gv hs ht jg hv hw hx jh hz ia ib ji id ie if jr js jt ek\" data-selectable-paragraph=\"\">\u6709\u4e24\u4e2a\u6a21\u578b\u5728\u81ea\u5b9a\u4e49\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u65b9\u9762\u8868\u73b0\u975e\u5e38\u51fa\u8272\uff0c\u5b83\u4eec\u662f spaCy \u548c LUIS\u3002Ludwig \u548c Flair \u9700\u8981\u8fdb\u884c\u4e00\u4e9b\u5fae\u8c03\u624d\u80fd\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u5c24\u5176\u662f\u5728\u53ec\u56de\u7387\u65b9\u9762\u3002.<\/li>\n<li id=\"93b5\" class=\"hk hl dn hm b hn jv gr hp hq jw gv hs ht jx hv hw hx jy hz ia ib jz id ie if jr js jt ek\" data-selectable-paragraph=\"\">LUIS \u7684\u4e00\u4e2a\u4f18\u52bf\u662f\u7528\u6237\u53ef\u4ee5\u5229\u7528\u4e00\u4e9b\u9ad8\u7ea7\u529f\u80fd\u8fdb\u884c\u5b9e\u4f53\u8bc6\u522b\uff0c\u4f8b\u5982\u00a0<a class=\"ck jk\" href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/cognitive-services\/luis\/luis-how-to-add-features\" rel=\"noopener nofollow\" target=\"_blank\">\u63cf\u8ff0\u7b26<\/a> \u63d0\u793a\u67d0\u4e9b\u5355\u8bcd\u548c\u77ed\u8bed\u662f\u5b9e\u4f53\u9886\u57df\u8bcd\u6c47\u7684\u4e00\u90e8\u5206\uff08\u4f8b\u5982\uff1a\u989c\u8272\u8bcd\u6c47 = \u9ed1\u8272\u3001\u767d\u8272\u3001\u7ea2\u8272\u3001\u84dd\u8272\u3001\u6d77\u519b\u84dd\u3001\u7eff\u8272\uff09\u3002.<\/li>\n<\/ul>\n<p id=\"ebcd\" class=\"gm gn dn ce go gp gq gr gs gt gu gv gw gx gy gz ha hb hc hd he hf hg hh hi hj ek\"><span style=\"color: #ff0066;\"><strong class=\"az\">\u7ed3\u8bba<\/strong><\/span><\/p>\n<p id=\"02e8\" class=\"hk hl dn hm b hn ho gr hp hq hr gv hs ht hu hv hw hx hy hz ia ib ic id ie if df ek\" data-selectable-paragraph=\"\"><span style=\"font-weight: 400;\">\u5728\u6211\u4eec\u7684\u547c\u53eb\u4e2d\u5fc3 dataset \u4e0a\u6d4b\u8bd5\u7684\u89e3\u51b3\u65b9\u6848\u4e2d\uff0c\u65e0\u8bba\u662f\u610f\u56fe\u68c0\u6d4b\u8fd8\u662f\u5b9e\u4f53\u8bc6\u522b\uff0c\u6ca1\u6709\u4e00\u4e2a\u5728\u6027\u80fd\u65b9\u9762\u8868\u73b0\u7a81\u51fa\u3002\u6839\u636e\u6211\u4eec\u7684\u7ecf\u9a8c\uff0c\u9009\u62e9\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\u8fd8\u662f\u53e6\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\uff0c\u5e94\u6839\u636e\u5176\u5b9e\u7528\u6027\u548c\u60a8\u7684\u5177\u4f53\u4f7f\u7528\u60c5\u51b5\u800c\u5b9a\uff08\u60a8\u662f\u5426\u5df2\u7ecf\u4f7f\u7528 Azure\uff0c\u60a8\u662f\u5426\u66f4\u559c\u6b22\u81ea\u7531\u5fae\u8c03\u6a21\u578b......\uff09\u3002\u9700\u8981\u63d0\u9192\u7684\u662f\uff0c\u6211\u4eec\u53ea\u662f\u5c06\u5e93\u539f\u5c01\u4e0d\u52a8\u5730\u7528\u4e8e\u751f\u6210\u6b64\u57fa\u51c6\uff0c\u800c\u6ca1\u6709\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u56e0\u6b64\u663e\u793a\u7684\u7ed3\u679c\u53ea\u662f\u4e8b\u540e\u624d\u770b\u5230\u7684\uff0c\u5728\u4e0d\u540c\u7684\u4f7f\u7528\u60c5\u51b5\u4e0b\u6216\u7ecf\u8fc7\u66f4\u591a\u7684\u8bad\u7ec3 data \u540e\u53ef\u80fd\u4f1a\u6709\u6240\u4e0d\u540c\u3002.<\/span><\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--link_hover_color: #ff0066;--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:0px;--awb-padding-right:0px;--awb-padding-bottom:0px;--awb-padding-left: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-4 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--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: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-image-element\" style=\"text-align:center;--awb-margin-top:0px;--awb-margin-right:0px;--awb-margin-bottom:0px;--awb-margin-left: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-2 hover-type-none\"><img decoding=\"async\" width=\"1057\" height=\"591\" title=\"data-driven\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271057%27%20height%3D%27591%27%20viewBox%3D%270%200%201057%20591%27%3E%3Crect%20width%3D%271057%27%20height%3D%27591%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2020\/06\/Global-Newsletter-Data-Digest_LinkedIn_600x315_april.jpg\" alt class=\"lazyload img-responsive wp-image-30246\"\/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-center fusion-column-inner-bg-wrapper\" style=\"--awb-inner-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: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;\"><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/go.pardot.com\/l\/597421\/2020-05-06\/2k5zzj\" target=\"_blank\" rel=\"noopener\"><span class=\"fusion-column-inner-bg-image\"><\/span><\/a><\/span><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-5\"><p><b>\u5bf9\u6570\u5b57\u6280\u672f\u548c data marketing \u611f\u5174\u8da3\uff1f<\/b><\/p>\n<p>\u6ce8\u518c Data Digest\uff08Artefact \u65f6\u4e8b\u901a\u8baf\uff09\uff0c\u6bcf\u6708\u5728\u60a8\u7684\u6536\u4ef6\u7bb1\u4e2d\u6536\u5230\u53ef\u884c\u7684\u5efa\u8bae\u3001\u89c1\u89e3\u548c\u610f\u89c1\u3002.<\/p>\n<p><b>\u7ed9\u6211\u62a5\u540d<\/b><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/p>","protected":false},"excerpt":{"rendered":"<p>2020 \u5e74 11 \u6708 25 \u65e5<br \/>\n\u547c\u53eb\u4e2d\u5fc3\u987e\u95ee\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u5df2\u7ecf\u5f00\u59cb\u4f7f\u7528 NLU\uff0c\u4ee5\u5e2e\u52a9\u4ed6\u4eec\u66f4\u8f7b\u677e\u5730\u56de\u7b54\u5ba2\u6237\u7684\u8bf7\u6c42\u3002\u8981\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u5de5\u5177\u5fc5\u987b\u80fd\u591f\u540c\u65f6\u8bc6\u522b\u5ba2\u6237\u8bf7\u6c42\u53ca\u5176\u7279\u5f81\uff0c\u6362\u53e5\u8bdd\u8bf4\uff0c\u5c31\u662f\u8bc6\u522b\u610f\u56fe\u548c\u547d\u540d\u5b9e\u4f53\u3002.<\/p>","protected":false},"featured_media":21377,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2995,21930],"blog-language":[2991],"class_list":["post-21376","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-ai-technology","blog-category-finance","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/21376","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/21377"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=21376"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=21376"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=21376"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}