{"id":6041,"date":"2025-01-16T05:10:00","date_gmt":"2025-01-15T20:10:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6041"},"modified":"2025-01-16T05:10:00","modified_gmt":"2025-01-15T20:10:00","slug":"test-time-computing-from-system-1-thinking-to-system-2-thinking","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6041","title":{"rendered":"Test-time Computing: from System-1 Thinking to System-2 Thinking\u00a0 \/ Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Test-time Computing: from System-1 Thinking to System-2 Thinking&nbsp;<\/strong>[28.1]<br>\u30c6\u30b9\u30c8\u30bf\u30a4\u30e0\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u6982\u5ff5\u3092System-1\u30e2\u30c7\u30eb\u306b\u9061\u308b\u3002 \u30b7\u30b9\u30c6\u30e01\u30e2\u30c7\u30eb\u304b\u3089\u30b7\u30b9\u30c6\u30e02\u30e2\u30c7\u30eb\u3078\u306e\u79fb\u884c\u306b\u304a\u3044\u3066,\u30c6\u30b9\u30c8\u30bf\u30a4\u30e0\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u304c\u679c\u305f\u3059\u91cd\u8981\u306a\u5f79\u5272\u3092\u5f37\u8abf\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2501.02497v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2501.02497v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Sun, 05 Jan 2025 10:24:20 GMT)<\/li>\n\n\n\n<li>test time computing\u3001o1\u7684\u52d5\u4f5c\u3001slow-thinking\u3068\u3044\u3063\u305f\u3082\u306e\u306e\u30b5\u30fc\u30d9\u30a4\u3002<\/li>\n\n\n\n<li>\u51c4\u304f\u53c2\u8003\u306b\u306a\u308b\u5185\u5bb9\u3067\u306f\u3042\u308b\u306e\u3060\u304c\u3001\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u3059\u3089\u3082\u5f85\u3063\u3066\u3044\u3089\u308c\u306a\u3044\u30b9\u30d4\u30fc\u30c9\u611f\u306b\u9a5a\u304d\u3068\u3044\u3046\u306e\u304c\u6b63\u76f4\u306a\u611f\u60f3\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Dereck0602\/Awesome_Test_Time_LLMs\">GitHub &#8211; Dereck0602\/Awesome_Test_Time_LLMs<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though&nbsp;<\/strong>[44.2]<br>\u6211\u3005\u306f,\u7279\u5b9a\u306eCoT\u306b\u7740\u304f\u305f\u3081\u306b\u5fc5\u8981\u306a\u57fa\u790e\u7684\u63a8\u8ad6\u3092\u660e\u793a\u7684\u306b\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3053\u3068\u306b\u3088\u308a,CoT\u3092\u62e1\u5f35\u3057\u305fMeta-CoT(Meta-CoT)\u3068\u3044\u3046\u65b0\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u6587\u8108\u5185\u63a2\u7d22\u306b\u6574\u5408\u3057\u305f\u52d5\u4f5c\u3092\u793a\u3059\u6700\u5148\u7aef\u30e2\u30c7\u30eb\u306b\u3088\u308b\u5b9f\u8a3c\u7684\u8a3c\u62e0\u3092\u63d0\u793a\u3057,\u30d7\u30ed\u30bb\u30b9\u306e\u76e3\u8996,\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210,\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u30e1\u30bfCoT\u306e\u751f\u6210\u65b9\u6cd5\u3092\u63a2\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2501.04682v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2501.04682v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Wed, 08 Jan 2025 18:42:48 GMT)<\/li>\n\n\n\n<li>\u4e0a\u8a18\u306b\u3082\u95a2\u9023\u3059\u308b\u5185\u5bb9\u3067MetaCoT\u306e\u63d0\u6848\u3002\u691c\u8a0e\u904e\u7a0b\u304c\u8a73\u7d30\u3067\u53c2\u8003\u306b\u306a\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e0b\u8a18\u3067\u3082\u601d\u3063\u305f\u304c\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3057\u3088\u3046\u3001\u3055\u3089\u306b\u8d85\u3048\u3066\u3044\u3053\u3046\u3068\u3044\u3046\u52d5\u304d\u304c\u672c\u5f53\u306b\u901f\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective\u00a0<\/strong>[77.9]<br>OpenAI\u306f\u3001o1\u306e\u80cc\u5f8c\u306b\u3042\u308b\u4e3b\u8981\u306a\u6280\u8853\u306f\u5f37\u5316\u5b66\u7fd2\u3067\u3042\u308b\u3068\u4e3b\u5f35\u3057\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u306e\u89b3\u70b9\u304b\u3089\u3001o1\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306e\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\u3092\u5206\u6790\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2412.14135v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2412.14135v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 18 Dec 2024 18:24:47 GMT)<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4e0b\u8a18\u3067\u3082\u601d\u3063\u305f\u304c\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3057\u3088\u3046\u3001\u3055\u3089\u306b\u8d85\u3048\u3066\u3044\u3053\u3046\u3068\u3044\u3046\u52d5\u304d\u304c\u672c\u5f53\u306b\u901f\u3044\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[232,366],"class_list":["post-6041","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-lrm","tag-slow-thinking"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6041","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=6041"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6041\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6041"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6041"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6041"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}