{"id":5916,"date":"2024-12-17T05:09:00","date_gmt":"2024-12-16T20:09:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5916"},"modified":"2024-12-17T05:09:00","modified_gmt":"2024-12-16T20:09:00","slug":"forest-of-thought-scaling-test-time-compute-for-enhancing-llm-reasoning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5916","title":{"rendered":"Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning\u00a0<\/strong>[40.1]<br>\u6211\u3005\u306f\u30d5\u30a9\u30ec\u30b9\u30c8\u30fb\u30aa\u30d6\u30fb\u30b5\u30fc\u30c8(FoT)\u3068\u547c\u3070\u308c\u308b\u65b0\u3057\u3044\u63a8\u8ad6\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3059\u308b\u3002 FoT\u306f\u8907\u6570\u306e\u63a8\u8ad6\u6728\u3092\u7d71\u5408\u3057\u3001\u8907\u96d1\u306a\u8ad6\u7406\u554f\u984c\u3092\u89e3\u304f\u305f\u3081\u306b\u96c6\u5408\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u6d3b\u7528\u3059\u308b\u3002 \u6211\u3005\u306f,\u904e\u53bb\u306e\u8aa4\u308a\u304b\u3089\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u8aa4\u308a\u8a02\u6b63\u3068\u5b66\u7fd2\u3092\u53ef\u80fd\u306b\u3059\u308b\u52d5\u7684\u81ea\u5df1\u88dc\u6b63\u6226\u7565\u3092\u5c0e\u5165\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2412.09078v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2412.09078v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 12 Dec 2024 09:01:18 GMT)<\/li>\n\n\n\n<li>ToT\u306b\u4f3c\u3066\u3044\u308b\u304c\u3001\u300cBy introducing multiple reasoning trees (e g , ToT (Yao et al , 2024) or MCTSr (Zhang et al , 2024)) for independent decision-making and employing sparse activation strategies to \ufb01lter the results of key trees, we can construct an integrated framework known as the \u201cforest of thought\u201d to enhance the reasoning capability of LLMs\u300d\u3068\u72ec\u7acb\u3057\u305f\u30c4\u30ea\u30fc\u3092\u675f\u306d\u308b\u30a2\u30d7\u30ed\u30fc\u30c1<\/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":[450],"class_list":["post-5916","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-x-of-thought"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5916","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=5916"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5916\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5916"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5916"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5916"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}