{"id":6243,"date":"2025-02-20T05:45:00","date_gmt":"2025-02-19T20:45:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6243"},"modified":"2025-02-20T05:45:00","modified_gmt":"2025-02-19T20:45:00","slug":"the-danger-of-overthinking-examining-the-reasoning-action-dilemma-in-agentic-tasks","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6243","title":{"rendered":"The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks\u00a0<\/strong>[96.3]<br>\u5927\u898f\u6a21\u63a8\u8ad6\u30e2\u30c7\u30eb(LRM)\u306f\u3001AI\u554f\u984c\u89e3\u6c7a\u80fd\u529b\u306e\u7a81\u7834\u53e3\u3068\u306a\u308b\u304c\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u74b0\u5883\u3067\u306e\u6709\u52b9\u6027\u306f\u5236\u9650\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002 \u672c\u7a3f\u3067\u306f, LRM\u306b\u304a\u3051\u308b\u904e\u5ea6\u306a\u8003\u5bdf\u3092\u7d39\u4ecb\u3057, \u5206\u6790\u3059\u308b\u3002 \u89e3\u6790\u7684\u9ebb\u75fa,\u30ed\u30fc\u30b0\u884c\u52d5,\u65e9\u671f\u89e3\u96e2\u306e3\u3064\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u89b3\u5bdf\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.08235v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.08235v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 12 Feb 2025 09:23:26 GMT)<\/li>\n\n\n\n<li>\u300cOur findings demonstrate a strong correlation between overthinking and task failure rates, with reasoning models showing particularly high vulnerability to this phenomenon compared to their non-reasoning counterparts.\u300d\u306f\u96e3\u3057\u3044\u554f\u984c\u306b\u5bfe\u3057\u3066\u306f\u305d\u3046\u306a\u3093\u3058\u3083\u306a\u3044\u304b\u3068\u601d\u308f\u306a\u304f\u3082\u306a\u3044\u304c\u3001\u300cSimple selection of lower overthinking score solutions provides significant improvements\u300d\u306f\u9762\u767d\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/AlexCuadron\/Overthinking\">GitHub &#8211; AlexCuadron\/Overthinking: Systematic evaluation framework that automatically rates overthinking behavior in large language models.<\/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":[298],"class_list":["post-6243","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\/6243","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=6243"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6243\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6243"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6243"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6243"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}