{"id":6317,"date":"2025-02-26T04:55:00","date_gmt":"2025-02-25T19:55:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6317"},"modified":"2025-02-26T04:55:00","modified_gmt":"2025-02-25T19:55:00","slug":"the-self-improvement-paradox-can-language-models-bootstrap-reasoning-capabilities-without-external-scaffolding","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6317","title":{"rendered":"The Self-Improvement Paradox: Can Language Models Bootstrap Reasoning Capabilities without External Scaffolding?\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Self-Improvement Paradox: Can Language Models Bootstrap Reasoning Capabilities without External Scaffolding?\u00a0<\/strong>[39.6]<br>\u672c\u7a3f\u3067\u306f,\u9ad8\u54c1\u8cea\u306a\u8cea\u554f\u5fdc\u7b54\u30c7\u30fc\u30bf\u3092\u5b8c\u5168\u81ea\u5f8b\u7684\u306b\u751f\u6210\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bCrescent\u3092\u63d0\u6848\u3059\u308b\u3002 \u6570\u5b66\u63a8\u8ad6\u306e\u305f\u3081\u306e\u5916\u90e8\u76e3\u8996\u4fe1\u53f7\u304c\u30bc\u30ed\u3067\u3042\u308b\u3053\u3068\u304b\u3089\u3001\u30af\u30ec\u30bb\u30f3\u30c8\u306f\u771f\u306e\u81ea\u5df1\u6539\u5584\u306e\u53ef\u80fd\u6027\u306b\u5149\u3092\u5f53\u3066\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.13441v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.13441v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 19 Feb 2025 05:37:08 GMT)<\/li>\n\n\n\n<li>\u300cCRESCENT as a simple yet effective framework \u2013 leveraging techniques of bait prompting, diversification, and consensus enhancement \u2013 for exploring the self-improvement problem of LLMs.\u300d\u306e\u63d0\u6848\u3001CoT\u306a\u3069\u306b\u6bd4\u3079\u3066\u3082\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u4f55\u3089\u304b\u306e\u60c5\u5831\u304c\u5897\u3048\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067TTC\u306b\u30d1\u30ef\u30fc\u3092\u4f7f\u3063\u3066\u3044\u308b\u52b9\u679c\u304c\u51fa\u3066\u3044\u308b\u3068\u3044\u3046\u89e3\u91c8\u3067\u826f\u3044\u306e\u3060\u308d\u3046\u304b\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":[356],"class_list":["post-6317","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6317","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=6317"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6317\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6317"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6317"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}