{"id":5840,"date":"2024-12-05T05:03:00","date_gmt":"2024-12-04T20:03:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5840"},"modified":"2024-12-05T05:03:00","modified_gmt":"2024-12-04T20:03:00","slug":"self-generated-critiques-boost-reward-modeling-for-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5840","title":{"rendered":"Self-Generated Critiques Boost Reward Modeling for Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Self-Generated Critiques Boost Reward Modeling for Language Models&nbsp;<\/strong>[57.6]<br>Critic-RM\u306f\u3001\u4f59\u5206\u306a\u76e3\u7763\u306a\u3057\u306b\u81ea\u5df1\u751f\u6210\u3057\u305f\u6279\u8a55\u3092\u4f7f\u3063\u3066\u5831\u916c\u30e2\u30c7\u30eb\u3092\u6539\u5584\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 \u5b9f\u9a13\u306e\u7d50\u679c\u3001Critic-RM\u306f\u6a19\u6e96\u5831\u916c\u30e2\u30c7\u30eb\u3084LLM\u5be9\u67fb\u54e1\u3068\u6bd4\u8f03\u3057\u3066\u5831\u916c\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u7cbe\u5ea6\u30923.7%-7.3%\u6539\u5584\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2411.16646v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2411.16646v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Mon, 25 Nov 2024 18:28:26 GMT)<\/li>\n\n\n\n<li>\u300cBy harnessing LLMs\u2019 ability to generate and refine critiques, Critic-RM implements a novel self-improvement approach that improves both critique quality and reward prediction accuracy.\u300d\u3068\u3044\u3046\u7d50\u8ad6\u3002<\/li>\n\n\n\n<li>\u81ea\u5df1\u8a55\u4fa1\u3001\u81ea\u5df1\u6279\u5224\u3092\u53d6\u308a\u5165\u308c\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u6d41\u884c\u3063\u3066\u3044\u308b\u611f\u304c\u3042\u308b\u3002\u89e3\u91c8\u306f\u96e3\u3057\u3044\u304c\u3001\u751f\u6210\u3068\u8a55\u4fa1\u30fb\u6279\u5224\u306f\u80fd\u529b\u3068\u3057\u3066\u7570\u306a\u308a\u3046\u307e\u304f\u4f7f\u3046\u3053\u3068\u3067\u76f8\u4e92\u306e\u6027\u80fd\u3092\u4e0a\u3052\u3089\u308c\u308b\u3068\u3044\u3046\u3053\u3068\u306a\u3093\u3060\u308d\u3046\u304b\u3002\uff08WEB\u306b\u306f\u6279\u5224\u30fb\u6279\u8a55\u30c7\u30fc\u30bf\u304c\u3068\u3066\u3082\u591a\u3044\u304b\u3089\u3068\u304b\u3060\u3068\u3084\u3084\u60b2\u3057\u3044\u304c\u3001\u4e00\u65b9\u3067\u305d\u308c\u3067\u6027\u80fd\u304c\u4e0a\u304c\u308b\u306e\u3067\u3042\u308c\u3070\u2026\u3068\u3044\u3046\u5fae\u5999\u306a\u6c17\u6301\u3061\uff09<\/li>\n<\/ul>\n\n\n\n<p><\/p>\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":[84,356],"class_list":["post-5840","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-critic","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5840","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=5840"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5840\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5840"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5840"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5840"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}