{"id":7275,"date":"2025-08-19T05:19:00","date_gmt":"2025-08-18T20:19:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7275"},"modified":"2025-08-11T15:20:36","modified_gmt":"2025-08-11T06:20:36","slug":"dont-overthink-it-a-survey-of-efficient-r1-style-large-reasoning-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7275","title":{"rendered":"Don&#8217;t Overthink It: A Survey of Efficient R1-style Large Reasoning Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Don&#8217;t Overthink It: A Survey of Efficient R1-style Large Reasoning Models\u00a0<\/strong>[49.6]<br>\u5927\u898f\u6a21\u5171\u632f\u30e2\u30c7\u30eb (LRM) \u306f, \u8907\u96d1\u306a\u30bf\u30b9\u30af\u306e\u51e6\u7406\u6027\u80fd\u306b\u512a\u308c\u3066\u3044\u305f\u305f\u3081, \u5f90\u3005\u306b\u7814\u7a76\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u306b\u306a\u308a\u3064\u3064\u3042\u308b\u3002 \u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u304c\u5e83\u304f\u9069\u7528\u3055\u308c\u305f\u3053\u3068\u306b\u3088\u308a\u3001\u904e\u5ea6\u306b\u8003\u3048\u76f4\u3059\u3068\u3044\u3046\u554f\u984c\u304c\u5f90\u3005\u306b\u9855\u5728\u5316\u3057\u3066\u3044\u3063\u305f\u3002 \u30e2\u30c7\u30eb\u6027\u80fd\u3068\u63a8\u8ad6\u80fd\u529b\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u3001\u63a8\u8ad6\u7d4c\u8def\u306e\u9577\u3055\u3092\u77ed\u7e2e\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u3001\u69d8\u3005\u306a\u52b9\u7387\u7684\u306a\u63a8\u8ad6\u624b\u6cd5\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2508.02120v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2508.02120v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 04 Aug 2025 06:54:31 GMT)<\/li>\n\n\n\n<li>Reasoning\u306e\u52b9\u7387\u5316\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3060\u304c\u3001\u3059\u3067\u306b\u69d8\u3005\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u591a\u304f\u306e\u7814\u7a76\u6210\u679c\u304c\u3042\u308b\u306e\u306b\u9a5a\u304d<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/yuelinan\/Awesome-Efficient-R1-style-LRMs\">yuelinan\/Awesome-Efficient-R1-style-LRMs<\/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":[232,298,387],"class_list":["post-7275","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-lrm","tag-overthinking","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7275","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=7275"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7275\/revisions"}],"predecessor-version":[{"id":7277,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7275\/revisions\/7277"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7275"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7275"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7275"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}