{"id":7280,"date":"2025-08-21T03:24:00","date_gmt":"2025-08-20T18:24:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7280"},"modified":"2025-08-11T15:36:55","modified_gmt":"2025-08-11T06:36:55","slug":"llmeval-3-a-large-scale-longitudinal-study-on-robust-and-fair-evaluation-of-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7280","title":{"rendered":"LLMEval-3: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>LLMEval-3: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models&nbsp;<\/strong>[51.6]<br>\u9759\u7684\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3051\u308bLLM(Large Language Models)\u306e\u65e2\u5b58\u306e\u8a55\u4fa1\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6c5a\u67d3\u3084\u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u306e\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u306b\u5f31\u3044\u3002 LLM\u306e\u52d5\u7684\u8a55\u4fa1\u306e\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bLLMEval-3\u3092\u7d39\u4ecb\u3059\u308b\u3002 LLEval-3\u306f\u3001220k\u306e\u5352\u696d\u751f\u30ec\u30d9\u30eb\u306e\u8cea\u554f\u304b\u3089\u306a\u308b\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306a\u30d0\u30f3\u30af\u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001\u8a55\u4fa1\u5b9f\u884c\u6bce\u306b\u672a\u78ba\u8a8d\u306e\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3092\u52d5\u7684\u306b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2508.05452v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2508.05452v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Thu, 07 Aug 2025 14:46:30 GMT)<\/li>\n\n\n\n<li>\u300cLLMEval-3 is built on a proprietary bank of 220k graduate-level ques- tions, from which it dynamically samples unseen test sets for each evaluation run.\u300d\u3068\u3044\u3046\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u4eca\u307e\u3067\u306b\u3082\u6307\u6458\u3055\u308c\u3066\u304d\u305f\u3053\u3068\u3067\u306f\u3042\u308b\u304c\u516c\u958b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306fleak\u306e\u5f71\u97ff\u304c\u5927\u304d\u304f\u672c\u8ad6\u6587\u306b\u3082\u305d\u306e\u3088\u3046\u306a\u6307\u6458\u304c\u3042\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/llmeval\/llmeval-3\">llmeval\/LLMEval-3: \u4e2d\u6587\u5927\u8bed\u8a00\u6a21\u578b\u8bc4\u6d4b\u7b2c\u4e09\u671f<\/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":[517],"class_list":["post-7280","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7280","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=7280"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7280\/revisions"}],"predecessor-version":[{"id":7282,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7280\/revisions\/7282"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7280"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7280"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7280"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}