{"id":6933,"date":"2025-06-16T03:24:00","date_gmt":"2025-06-15T18:24:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6933"},"modified":"2025-06-15T20:28:35","modified_gmt":"2025-06-15T11:28:35","slug":"llms-cannot-reliably-judge-yet-a-comprehensive-assessment-on-the-robustness-of-llm-as-a-judge","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6933","title":{"rendered":"LLMs Cannot Reliably Judge (Yet?): A Comprehensive Assessment on the Robustness of LLM-as-a-Judge\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>LLMs Cannot Reliably Judge (Yet?): A Comprehensive Assessment on the Robustness of LLM-as-a-Judge\u00a0<\/strong>[44.6]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u307e\u305f\u304c\u308b\u9855\u8457\u306a\u77e5\u6027\u3092\u793a\u3057\u3066\u304d\u305f\u3002 \u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u8a55\u4fa1\u7d50\u679c\u3092\u64cd\u4f5c\u3067\u304d\u308b\u6575\u653b\u6483\u306e\u5f71\u97ff\u3092\u53d7\u3051\u3084\u3059\u3044\u3002 LLM\u306b\u57fa\u3065\u304f\u5be9\u67fb\u54e1\u306b\u3088\u308b\u65e2\u5b58\u306e\u8a55\u4fa1\u624b\u6cd5\u306f\u3001\u3057\u3070\u3057\u3070\u65ad\u7247\u7684\u3067\u3042\u308a\u3001\u5305\u62ec\u7684\u306a\u8a55\u4fa1\u306e\u305f\u3081\u306e\u7d71\u4e00\u3055\u308c\u305f\u67a0\u7d44\u307f\u304c\u6b20\u5982\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2506.09443v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2506.09443v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 11 Jun 2025 06:48:57 GMT)<\/li>\n\n\n\n<li>\u300cThis work presents the first scalable and fully automated framework to evaluate the robustness and reliability of LLM-as-a-Judge systems across multiple attack scenarios. We systematically benchmarked state-of-the-art LLM-based evaluators under various adversarial settings and found that they are vulnerable to manipulation, often producing biased or incorrect judgments when exposed to crafted inputs.\u300d\u3068\u306e\u3053\u3068\u3002LLM-as-a-Judge\u30b7\u30b9\u30c6\u30e0\u306e\u5805\u7262\u6027\u3092\u4f53\u7cfb\u7684\u306b\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305fRobustJudge\u3068\u3044\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u8a55\u4fa1\u3092\u884c\u3063\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/S3IC-Lab\/RobustJudge\">GitHub &#8211; S3IC-Lab\/RobustJudge<\/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":[32,224],"class_list":["post-6933","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-attack","tag-llm-as-a-judge"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6933","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=6933"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6933\/revisions"}],"predecessor-version":[{"id":6934,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6933\/revisions\/6934"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6933"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6933"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6933"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}