{"id":6170,"date":"2025-02-11T05:44:00","date_gmt":"2025-02-10T20:44:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6170"},"modified":"2025-02-11T05:44:00","modified_gmt":"2025-02-10T20:44:00","slug":"large-language-model-critics-for-execution-free-evaluation-of-code-changes","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6170","title":{"rendered":"Large Language Model Critics for Execution-Free Evaluation of Code Changes\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Large Language Model Critics for Execution-Free Evaluation of Code Changes\u00a0<\/strong>[5.2]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3059\u308b\u305f\u3081\u306e\u6709\u671b\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3059\u308b\u3002 \u30d3\u30eb\u30c9\u72b6\u6cc1\u3084\u6642\u6298\u306e\u30ed\u30b0\u5206\u6790\u306a\u3069\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u65e2\u5b58\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u306f\u3001\u5909\u66f4\u306e\u8cea\u3092\u8a55\u4fa1\u3059\u308b\u306e\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u306b\u306f\u4e0d\u5341\u5206\u3067\u5236\u9650\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u672c\u7814\u7a76\u3067\u306f,LLM\u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f\u6279\u5224\u8005\u306b\u5bfe\u3057\u3066,\u30b3\u30fc\u30c9\u5909\u66f4\u306e\u5b9f\u884c\u53ef\u80fd\u6027\u306b\u5bfe\u3059\u308b\u53b3\u5bc6\u3067\u53b3\u5bc6\u306a\u4e2d\u9593\u30ec\u30d9\u30eb\/\u30b9\u30c6\u30c3\u30d7\u30ec\u30d9\u30eb\u306e,\u5b9f\u884c\u4e0d\u8981\u306a\u8a55\u4fa1\u30d7\u30ed\u30ad\u30b7\u3092\u5c0e\u51fa\u3059\u308b\u8a2d\u8a08\u3092\u884c\u3063\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2501.16655v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2501.16655v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 28 Jan 2025 02:38:56 GMT)<\/li>\n\n\n\n<li>\u300cWe introduce our test-centric framework utilizing isolated, test-aware LLM critics, which leverage a candidate patch against each associated test individually to predict whether the patch helps that test pass or not.\u300d<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/amazon-science\/code-agent-eval\">GitHub &#8211; amazon-science\/code-agent-eval: Implemental for the paper &#8220;Large Language Model Critics for Execution-Free Evaluation of Code Changes&#8221;<\/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":[84],"class_list":["post-6170","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-critic"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6170","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=6170"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6170\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6170"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6170"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6170"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}