{"id":536,"date":"2021-10-15T10:45:00","date_gmt":"2021-10-15T02:45:00","guid":{"rendered":"http:\/\/140.115.70.194:6417\/?p=536"},"modified":"2024-11-09T19:21:13","modified_gmt":"2024-11-09T11:21:13","slug":"incorporating-domain-knowledge-into-language-transformers-for-multi-label-classification-of-chinese-medical-questions","status":"publish","type":"post","link":"https:\/\/ainlp.tw\/index.php\/2021\/10\/15\/incorporating-domain-knowledge-into-language-transformers-for-multi-label-classification-of-chinese-medical-questions\/","title":{"rendered":"\u7d50\u5408\u9818\u57df\u77e5\u8b58\u4e4b\u8a9e\u8a00\u8f49\u8b6f\u5668\u65bc\u4e2d\u6587\u91ab\u7642\u554f\u984c\u591a\u6a19\u7c64\u5206\u985e"},"content":{"rendered":"\n<p>\u9673\u67cf\u7ff0\u3001\u66fe\u6631\u7fd4\u3001\u674e\u9f8d\u8c6a\u3002<\/p>\n\n\n\n<p>In\u00a0<em>Proceedings of the 33th Conference on Computational Linguistics and Speech Processing\u00a0(<strong>ROCLING\u201921<\/strong>)<\/em>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-medium-font-size\"><strong>Abstract<\/strong><\/p>\n\n\n\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\">\u6211\u5011\u63d0\u51fa\u77e5\u8b58\u5c0e\u5165\u8a9e\u8a00\u8f49\u8b6f\u5668\u6a21\u578b\u67b6\u69cb\uff0c\u5c07\u5f31\u76e3\u7763\u5c64\u7d1a\u8cc7\u6599\u8996\u70ba\u77e5\u8b58\u4f86\u6e90\uff0c\u7531\u5176\u4e0a\u4e0b\u6587\u63a8\u7406\u4e26\u9810\u6e2c\u51fa\u88ab\u906e\u7f69\u7684\u7126\u9ede\u8207\u9762\u5411\uff0c\u85c9\u4ee5\u6355\u7372\u76f8\u95dc\u9818\u57df\u77e5\u8b58\u3002\u6709\u9452\u65bc\u7576\u524d\u7f3a\u4e4f\u516c\u958b\u7684\u4e2d\u6587\u91ab\u7642\u554f\u984c\u591a\u6a19\u7c64\u5206\u985e\u8cc7\u6599\u96c6\uff0c\u56e0\u6b64\u6211\u5011\u5f9e\u7db2\u8def\u4e0a\u8490\u96c6\u91ab\u7642\u554f\u984c\uff0c\u5c4f\u4e14\u4eba\u5de5\u6a19\u8a18 1,814 \u5247\u554f\u53e5\uff0c\u6a6b\u8de8 8 \u500b\u554f\u984c\u985e\u5225\uff1a\u539f\u7531\u3001\u75be\u75c5\u3001\u6aa2\u9a57\u3001\u91ab\u7642\u8cc7\u8a0a\u3001\u71df\u990a\u88dc\u5145\u3001\u4eba\u7269\u6a5f\u69cb\u3001\u75c7\u72c0\u4ee5\u53ca\u6cbb\u7642\uff0c\u6a19\u7c64\u7e3d\u6578\u662f 2,340\uff0c\u6bcf\u5247\u554f\u984c\u5e73\u5747 1.29 \u500b\u6a19\u7c64\u3002\u6211\u5011\u4ee5\u767e\u5ea6\u91ab\u5b78\u767e\u79d1\u7576\u4f5c\u9818\u57df\u77e5\u8b58\u4f86\u6e90\uff0c\u6bd4\u8f03 BERT \u548c RoBERTa \u5169\u500b\u8f49\u8b6f\u5668\u7684\u6548\u80fd\u5dee\u7570\uff0c\u5be6\u9a57\u7d50\u679c\u5f97\u77e5\u6211\u5011\u7684\u77e5\u8b58\u5c0e\u5165\u6a5f\u5236\uff0c\u5728\u4e0d\u540c\u8a55\u6e2c\u6307\u6a19 Macro F1\u3001Micro F1\u3001Weighted F1 \u53ca Subset Accuracy \u90fd\u80fd\u6709\u6548\u63d0\u5347\u6548\u80fd\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"562\" src=\"http:\/\/140.115.70.194:6417\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.46.43-1024x562.png\" alt=\"\" class=\"wp-image-537\" srcset=\"https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.46.43-1024x562.png 1024w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.46.43-300x165.png 300w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.46.43-768x421.png 768w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.46.43-1536x843.png 1536w, https:\/\/ainlp.tw\/wp-content\/uploads\/2023\/12\/\u622a\u5716-2023-12-30-\u4e0a\u534810.46.43.png 1914w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u9673\u67cf\u7ff0\u3001\u66fe\u6631\u7fd4\u3001\u674e\u9f8d\u8c6a<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[6],"tags":[36,44,13],"class_list":["post-536","post","type-post","status-publish","format-standard","hentry","category-achievements","tag-36","tag-healthcare","tag-rocling"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts\/536","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/comments?post=536"}],"version-history":[{"count":2,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts\/536\/revisions"}],"predecessor-version":[{"id":805,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/posts\/536\/revisions\/805"}],"wp:attachment":[{"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/media?parent=536"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/categories?post=536"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ainlp.tw\/index.php\/wp-json\/wp\/v2\/tags?post=536"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}