{"id":7264,"date":"2025-08-15T06:49:00","date_gmt":"2025-08-14T21:49:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7264"},"modified":"2025-08-11T13:53:29","modified_gmt":"2025-08-11T04:53:29","slug":"refine-n-judge-curating-high-quality-preference-chains-for-llm-fine-tuning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7264","title":{"rendered":"Refine-n-Judge: Curating High-Quality Preference Chains for LLM-Fine-Tuning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Refine-n-Judge: Curating High-Quality Preference Chains for LLM-Fine-Tuning&nbsp;<\/strong>[14.3]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u597d\u307f\u306b\u57fa\u3065\u304f\u5fae\u8abf\u6574\u3092\u901a\u3058\u3066\u9855\u8457\u306a\u9032\u6b69\u3092\u898b\u305b\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f\u30011\u3064\u306eLCM\u3092\u7cbe\u7d30\u5316\u3068\u5224\u5b9a\u306e\u4e21\u65b9\u306b\u6d3b\u7528\u3057\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u81ea\u52d5\u53cd\u5fa9\u624b\u6cd5\u3067\u3042\u308bRefine-n-Judge\u3092\u7d39\u4ecb\u3059\u308b\u3002 \u672c\u7814\u7a76\u3067\u306f,5\u3064\u306e\u30b3\u30fc\u30d1\u30b9\u306b\u307e\u305f\u304c\u308b\u516c\u958b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u307e\u305f\u304c\u308bRefine-n-Judge\u306e\u6709\u52b9\u6027\u3092\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2508.01543v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2508.01543v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Sun, 03 Aug 2025 01:56:03 GMT)<\/li>\n\n\n\n<li>\u300cBringing these capabilities together, we propose Refine-n-Judge, a fully automated dataset curation pipeline, summarized in Figure 2. In this framework, an LLM model serves as both the refiner- generating improved outputs- and the judge-comparing the refined output against the original and selecting the preferred version.\u300d\u3068\u3044\u3046\u9ad8\u54c1\u8cea\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>judge\u00a0\u90e8\u5206\u306a\u3057\u3067\u306f\u5341\u5206\u306a\u52b9\u679c\u304c\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u7d50\u679c\u304c\u8208\u5473\u6df1\u3044\u3002\u6539\u5584\u3068\u306f\u7570\u306a\u308b\u30bf\u30b9\u30af\u3068\u3057\u3066judge\u00a0\u3092LLM\u306b\u89e3\u304b\u305b\u308b\u3068\u3044\u3046\u306e\u304c\u91cd\u8981\u306a\u3093\u3060\u308d\u3046\u304b\u3002<\/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":[224,356],"class_list":["post-7264","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm-as-a-judge","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7264","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=7264"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7264\/revisions"}],"predecessor-version":[{"id":7266,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7264\/revisions\/7266"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7264"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7264"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7264"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}