{"id":6505,"date":"2025-04-11T04:55:00","date_gmt":"2025-04-10T19:55:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6505"},"modified":"2025-04-11T04:55:00","modified_gmt":"2025-04-10T19:55:00","slug":"a-survey-of-efficient-reasoning-for-large-reasoning-models-language-multimodality-and-beyond","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6505","title":{"rendered":"A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond\u00a0<\/strong>[88.6]<br>\u5927\u898f\u6a21\u63a8\u8ad6\u30e2\u30c7\u30eb (LRM) \u306f, \u63a8\u8ad6\u4e2d\u306b\u304a\u3051\u308b\u30c1\u30a7\u30fc\u30f3\u30fb\u30aa\u30d6\u30fb\u30bd\u30fc\u30c8 (CoT) \u306e\u63a8\u8ad6\u9577\u3092\u62e1\u5927\u3059\u308b\u3053\u3068\u306b\u3088\u308a, \u9ad8\u3044\u6027\u80fd\u5411\u4e0a\u3092\u793a\u3057\u305f\u3002 \u61f8\u5ff5\u304c\u9ad8\u307e\u3063\u3066\u3044\u308b\u306e\u306f\u3001\u904e\u5ea6\u306b\u9577\u3044\u63a8\u8ad6\u306e\u75d5\u8de1\u3092\u751f\u307f\u51fa\u3059\u50be\u5411\u306b\u3042\u308b\u3002 \u3053\u306e\u975e\u52b9\u7387\u6027\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u63a8\u8ad6\u3001\u73fe\u5b9f\u306e\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306b\u91cd\u5927\u306a\u8ab2\u984c\u3092\u3082\u305f\u3089\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2503.21614v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.21614v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 27 Mar 2025 15:36:30 GMT)<\/li>\n\n\n\n<li>\u300cIn this survey, we provide a comprehensive overview of recent efforts aimed at improving reasoning efficiency in LRMs, with a particular focus on the unique challenges that arise in this new paradigm.\u300d\u3068\u3044\u3046\u30b5\u30fc\u30d9\u30a4\u3002<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.16419v1\">Fugu-MT \u8ad6\u6587\u7ffb\u8a33(\u6982\u8981): Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models<\/a>\u3067\u3082\u601d\u3063\u305f\u304c\u65b0\u305f\u306a\u624b\u6cd5\u2192\u65b0\u305f\u306a\u8ab2\u984c\u2192\u5305\u62ec\u7684\u30b5\u30fc\u30d9\u30a4\u3068\u3044\u3046\u6d41\u308c\u304c\u6975\u3081\u3066\u901f\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/XiaoYee\/Awesome_Efficient_LRM_Reasoning\">GitHub &#8211; XiaoYee\/Awesome_Efficient_LRM_Reasoning: A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond<\/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":[59,232,366,387],"class_list":["post-6505","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-chain-of-thought","tag-lrm","tag-slow-thinking","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6505","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=6505"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6505\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6505"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6505"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6505"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}