{"id":4376,"date":"2025-11-17T16:13:13","date_gmt":"2025-11-17T08:13:13","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=4376"},"modified":"2025-11-17T16:13:13","modified_gmt":"2025-11-17T08:13:13","slug":"202511%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-autore-document-level-relation-extraction-with-large-language-models","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202511%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-autore-document-level-relation-extraction-with-large-language-models\/","title":{"rendered":"202511\u8bba\u6587\u7814\u8bfb-AutoRE: Document-Level Relation Extraction with Large Language Models"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aLilong Xue\uff0cDan Zhang\uff0cYuxiao Dong\uff0cJie Tang<br>\u6765\u6e90\uff1aarXiv:2507.03829v1<br>\u5355\u4f4d\uff1aACL<br>\u53d1\u8868\u65e5\u671f\uff1a2024.8<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n<p>\u80cc\u666f\u52a8\u673a\uff1a<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u6587\u672c\u7406\u89e3\u4e0e\u751f\u6210\u4efb\u52a1\u4e0a\u8868\u73b0\u5353\u8d8a\uff0c\u4f7f\u5176\u6210\u4e3a\u4fe1\u606f\u62bd\u53d6\uff08IE\uff09\u9886\u57df\u7684\u65b0\u65b9\u6cd5\u6765\u6e90\u3002<\/p>\n\n\n\n<p>\u5f53\u524d\u7edd\u5927\u591a\u65b9\u6cd5\u805a\u7126\u4e8e\u53e5\u5b50\u7ea7\u5173\u7cfb\u62bd\u53d6\uff08SentRE\uff09\uff0c\u96be\u4ee5\u5904\u7406\u6587\u6863\u7ea7\u4efb\u52a1\uff08DocRE\uff09<\/p>\n\n\n\n<p>\u73b0\u6709 LLM \u65b9\u6cd5\u4e3b\u8981\u4f9d\u8d56\u201c\u5c06\u6240\u6709\u5173\u7cfb\u4f5c\u4e3a\u5019\u9009\u52a0\u5165\u63d0\u793a\u8bcd\u201d\uff0c\u4e0d\u9002\u7528\u4e8e\u5927\u5173\u7cfb\u96c6\u573a\u666f\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u7814\u7a76\u76ee\u6807\uff1a<\/h5>\n\n\n\n<p>\u63d0\u51fa AutoRE\uff1a\u4e00\u79cd\u7ed3\u5408 LLM \u7684\u7aef\u5230\u7aef DocRE \u6a21\u578b\u3002<br>\u5f15\u5165\u5168\u65b0\u62bd\u53d6\u8303\u5f0f RHF\uff08Relation \u2192 Head \u2192 Facts\uff09\uff0c\u6446\u8131\u201c\u5df2\u77e5\u5173\u7cfb\u96c6\u201d\u5047\u8bbe\u3002\u5229\u7528 QLoRA \u5b9e\u73b0\u9ad8\u6548\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff0c\u4f7f\u6a21\u578b\u9002\u5e94 DocRE \u7684\u591a\u5173\u7cfb\u3001\u591a\u4e09\u5143\u7ec4\u7279\u6027\u3002\u5728 Re-DocRED \u6570\u636e\u96c6\u4e0a\u5b9e\u73b0 SOTA \u6027\u80fd\uff0c\u663e\u8457\u8d85\u8fc7\u73b0\u6709\u6700\u4f73\u65b9\u6cd5 TAG\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u6838\u5fc3\u5185\u5bb9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"486\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-29-1024x486.png\" alt=\"\" class=\"wp-image-4377\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/11\/image-29-1024x486.png 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[&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4376","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4376","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/67"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=4376"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4376\/revisions"}],"predecessor-version":[{"id":4386,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/4376\/revisions\/4386"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=4376"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=4376"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=4376"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}