{"id":6342,"date":"2025-03-06T05:21:00","date_gmt":"2025-03-05T20:21:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6342"},"modified":"2025-03-06T05:21:00","modified_gmt":"2025-03-05T20:21:00","slug":"judge-as-a-judge-improving-the-evaluation-of-retrieval-augmented-generation-through-the-judge-consistency-of-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6342","title":{"rendered":"Judge as A Judge: Improving the Evaluation of Retrieval-Augmented Generation through the Judge-Consistency of Large Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Judge as A Judge: Improving the Evaluation of Retrieval-Augmented Generation through the Judge-Consistency of Large Language Models\u00a0<\/strong>[68.9]<br>Retrieval-Augmented Generation (RAG) \u306f\u3001Large Language Models (LLM) \u306b\u5bfe\u3059\u308b\u5e7b\u899a\u3092\u7de9\u548c\u3059\u308b\u52b9\u679c\u3092\u8a3c\u660e\u3057\u3066\u3044\u308b\u3002 \u65e2\u5b58\u306e\u81ea\u52d5\u8a55\u4fa1\u30e1\u30c8\u30ea\u30af\u30b9\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u306e\u9593\u306bRAG\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u6b63\u78ba\u306b\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u3002 \u672c\u7a3f\u3067\u306f,RAG\u30e2\u30c7\u30eb\u306e\u3088\u308a\u6b63\u78ba\u306a\u8a55\u4fa1\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081,LCM\u306e\u5f37\u5316\u3092\u76ee\u7684\u3068\u3057\u305f\u5224\u65ad\u4e00\u8cab\u6027(ConsJudge)\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.18817v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.18817v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 26 Feb 2025 04:50:43 GMT)<\/li>\n\n\n\n<li>RAG\u3092\u5bfe\u8c61\u3068\u3057\u305f\u8a55\u4fa1\u624b\u6cd5\u3001\u300c\u00a0Judge-Consistency (ConsJudge), a method that enhances LLM-based judgment models to generate more accurate evaluations for RAG models in a self-improvement framework.\u300d\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/OpenBMB\/ConsJudge\">GitHub &#8211; OpenBMB\/ConsJudge<\/a><\/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":[224,324,356],"class_list":["post-6342","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm-as-a-judge","tag-rag","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6342","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=6342"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6342\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6342"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6342"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6342"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}