{"id":8253,"date":"2026-02-24T06:11:00","date_gmt":"2026-02-23T21:11:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8253"},"modified":"2026-02-22T12:20:34","modified_gmt":"2026-02-22T03:20:34","slug":"when-ai-benchmarks-plateau-a-systematic-study-of-benchmark-saturation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8253","title":{"rendered":"When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation\u00a0<\/strong>[80.7]<br>\u4e3b\u8981\u30e2\u30c7\u30eb\u958b\u767a\u8005\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30ec\u30dd\u30fc\u30c8\u304b\u3089\u9078\u629e\u3057\u305f60\u306eLarge Language Model (LLM)\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u98fd\u548c\u3092\u5206\u6790\u3057\u305f\u3002 \u5206\u6790\u306e\u7d50\u679c\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u307b\u307c\u534a\u6570\u304c\u98fd\u548c\u3057\u3066\u304a\u308a\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u5e74\u9f62\u3068\u3068\u3082\u306b\u4e0a\u6607\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002 \u5c02\u9580\u5bb6\u306b\u3088\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b9\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3088\u308a\u3082\u98fd\u548c\u306b\u62b5\u6297\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2602.16763v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2602.16763v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 18 Feb 2026 16:51:37 GMT)<\/li>\n\n\n\n<li>\u591a\u304f\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u304c\u6025\u901f\u306b\u89e3\u304b\u308c\u308b\u3088\u3046\u306b\u611f\u3058\u308b\u72b6\u6cc1\u306b\u3064\u3044\u3066\u6574\u7406\u3057\u305f\u8ad6\u6587\u3002\u300cBenchmarks with held-out or private test data do not exhibit systematically lower saturation than public ones. While contamination and memorization are well- documented risks (Zhou et al , 2023b; Balloccu et al , 2024; Deng et al , 2024; Sainz et al , 2024), secrecy alone does not prevent compression once distributional characteristics become widely known.\u300d\u3068\u3044\u3046\u306e\u306f\u82e5\u5e72\u610f\u5916\u3060\u3063\u305f\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30a4\u30c8\u306f<a href=\"https:\/\/evalevalai.com\/\">EvalEval Coalition | We are a researcher community developing scientifically grounded research outputs and robust deployment infrastructure for broader impact evaluations.<\/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-8253","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\/8253","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=8253"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8253\/revisions"}],"predecessor-version":[{"id":8254,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8253\/revisions\/8254"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8253"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8253"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8253"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}