{"id":5390,"date":"2024-09-03T06:37:34","date_gmt":"2024-09-02T21:37:34","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5390"},"modified":"2024-09-03T06:37:34","modified_gmt":"2024-09-02T21:37:34","slug":"can-unconfident-llm-annotations-be-used-for-confident-conclusions","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5390","title":{"rendered":"Can Unconfident LLM Annotations Be Used for Confident Conclusions?\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Can Unconfident LLM Annotations Be Used for Confident Conclusions?\u00a0<\/strong>[34.2]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb (LLMs) \u306f\u3001\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u4eba\u9593\u3068\u9ad8\u3044\u5408\u610f\u3092\u793a\u3057\u3066\u304d\u305f\u3002 \u4fe1\u983c\u6027\u99c6\u52d5\u63a8\u8ad6(Confidence-Driven Inference)\u306f\u3001LCM\u306e\u4fe1\u983c\u5ea6\u30a4\u30f3\u30b8\u30b1\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u3069\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u53ce\u96c6\u3059\u3079\u304d\u304b\u3092\u6226\u7565\u7684\u306b\u9078\u629e\u3059\u308b\u624b\u6cd5\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2408.15204v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2408.15204v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 27 Aug 2024 17:03:18 GMT)<\/li>\n\n\n\n<li>LLM\u3068\u4eba\u9593\u304c\u624b\u5206\u3051\u3057\u3066\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u3059\u308b\u72b6\u6cc1\u4e0b\u3067\u3001LLM\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u53ca\u3073LLM\u306e\u4fe1\u983c\u5ea6\u3092\u4f7f\u3063\u3066\u4eba\u9593\u304c\u3084\u308b\u3079\u304d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3059\u308b\u624b\u6cd5\u306e\u63d0\u6848\u3002\u300cWe demonstrate the effectiveness of CONFIDENCE-DRIVEN INFERENCE over baselines in statistical estimation tasks across three CSS settings\u2014text politeness, stance, and bias\u2014reducing the needed number of human annotations by over 25% in each.\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/kristinagligoric\/confidence-driven-inference\">GitHub &#8211; kristinagligoric\/confidence-driven-inference<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[223,459],"class_list":["post-5390","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-459"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5390","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5390"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5390\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5390"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5390"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5390"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}