{"id":7670,"date":"2025-11-05T05:35:00","date_gmt":"2025-11-04T20:35:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7670"},"modified":"2025-11-02T13:31:25","modified_gmt":"2025-11-02T04:31:25","slug":"impossiblebench-measuring-llms-propensity-of-exploiting-test-cases","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7670","title":{"rendered":"ImpossibleBench: Measuring LLMs&#8217; Propensity of Exploiting Test Cases\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>ImpossibleBench: Measuring LLMs&#8217; Propensity of Exploiting Test Cases\u00a0<\/strong>[58.4]<br>\u30bf\u30b9\u30af\u5b8c\u4e86\u306e\u305f\u3081\u306e\u300c\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\u300d\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4fe1\u983c\u6027\u8a55\u4fa1\u3068\u5c55\u958b\u306b\u91cd\u5927\u306a\u30ea\u30b9\u30af\u3092\u3082\u305f\u3089\u3059\u3002 \u6211\u3005\u306f,LLM\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u6b63\u5f53\u6027\u3092\u6e2c\u5b9a\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bImpossibleBench\u3092\u7d39\u4ecb\u3059\u308b\u3002 \u5b9f\u8df5\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3057\u3066\u3001ImpossibleBench\u306f\u5358\u306a\u308b\u8a55\u4fa1\u3067\u306f\u306a\u304f\u3001\u6c4e\u7528\u7684\u306a\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.20270v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.20270v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 23 Oct 2025 06:58:32 GMT)<\/li>\n\n\n\n<li>\u300cwe introduce ImpossibleBench, a benchmark framework that systematically measures LLM agents\u2019 propensity to exploit test cases.\u300d\u3068\u4e0d\u6b63\u884c\u70ba\u3092\u6e2c\u308b\u305f\u3081\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u300cfrontier models frequently cheat when faced with these impossible tasks, and stronger models generally exhibit higher cheating rates.\u300d\u3068\u3044\u3046\u6307\u6458\u304c\u8208\u5473\u6df1\u3044\u3057\u611f\u899a\u306b\u3082\u5408\u3046\u30fb\u30fb\u30fb<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/safety-research\/impossiblebench\">GitHub &#8211; safety-research\/impossiblebench<\/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-7670","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\/7670","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=7670"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7670\/revisions"}],"predecessor-version":[{"id":7671,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7670\/revisions\/7671"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7670"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7670"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7670"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}