{"id":7358,"date":"2025-09-02T05:55:00","date_gmt":"2025-09-01T20:55:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7358"},"modified":"2025-09-01T11:01:14","modified_gmt":"2025-09-01T02:01:14","slug":"stop-spinning-wheels-mitigating-llm-overthinking-via-mining-patterns-for-early-reasoning-exit","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7358","title":{"rendered":"Stop Spinning Wheels: Mitigating LLM Overthinking via Mining Patterns for Early Reasoning Exit"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Stop Spinning Wheels: Mitigating LLM Overthinking via Mining Patterns for Early Reasoning Exit\u00a0<\/strong>[114.8]<br>\u30aa\u30fc\u30d0\u30fc\u30e9\u30a4\u30c9\u306f\u3001\u5927\u304d\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u5168\u4f53\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u4f4e\u4e0b\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002 \u63a8\u8ad6\u306f, \u63a2\u7d22\u6bb5\u968e\u306e\u4e0d\u8db3, \u88dc\u511f\u63a8\u8ad6\u6bb5\u968e, \u63a8\u8ad6\u53ce\u675f\u6bb5\u968e\u306e3\u6bb5\u968e\u306b\u5206\u985e\u3055\u308c\u308b\u3002 \u6211\u3005\u306f,\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u304f\u8efd\u91cf\u306a\u3057\u304d\u3044\u5024\u8a2d\u5b9a\u6226\u7565\u3092\u958b\u767a\u3057,\u63a8\u8ad6\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2508.17627v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2508.17627v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 25 Aug 2025 03:17:17 GMT)<\/li>\n\n\n\n<li>overthinking\u5bfe\u7b56\u306e\u305f\u3081\u3001&lt;\/think>\u51fa\u73fe\u306e\u76e3\u8996\u306f\u4e0d\u5341\u5206\u3068\u3057\u3066\u3001\u63a8\u8ad6\u7d42\u4e86\u30dd\u30a4\u30f3\u30c8\u00a0Reasoning Completion Point (RCP)\u3092\u691c\u77e5\u3059\u308b\u30bf\u30b9\u30af\u3092\u63d0\u6848\u3002\u63a8\u8ad6\u904e\u7a0b\u3092insufficient exploration stage, compensatory reasoning stage,  reasoning convergence stage\u306b\u5206\u985e\u3057\u30012\u30b9\u30c6\u30fc\u30b8\u76ee\u306e\u7d42\u4e86\u6642\u70b9\u3092RCP\u3068\u3057\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u300cWe explicitly define the Reasoning Completion Point and propose a clear analytical framework for determining the optimal termination point in reasoning. Leveraging feature importance analysis via CatBoost models, we further mine common signals indicative of reasoning completion, from which we distill a concise and efficient set of heuristic rules named Reasoning Completion Point Detection.\u3000This rule set precisely identifies RCP with minimal computational over- head, effectively mitigating overthinking in LLMs.\u300d\u3068\u306e\u3053\u3068\u3002\u30c8\u30fc\u30af\u30f3\u6570\u524a\u6e1b\u3060\u3051\u306a\u304f\u3001\u63a8\u8ad6\u6027\u80fd\u4e0a\u3082\u6709\u5229\u306a\u306e\u304c\u8208\u5473\u6df1\u3044\u3002<\/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":[298],"class_list":["post-7358","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-overthinking"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7358","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=7358"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7358\/revisions"}],"predecessor-version":[{"id":7359,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7358\/revisions\/7359"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7358"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7358"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7358"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}