{"id":5850,"date":"2024-12-02T05:29:00","date_gmt":"2024-12-01T20:29:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5850"},"modified":"2024-12-02T05:29:00","modified_gmt":"2024-12-01T20:29:00","slug":"beyond-examples-high-level-automated-reasoning-paradigm-in-in-context-learning-via-mcts","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5850","title":{"rendered":"Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS&nbsp;<\/strong>[25.6]<br>HiAR-ICL\u306f\u7279\u5b9a\u306e\u4f8b\u304b\u3089\u62bd\u8c61\u7684\u306a\u601d\u8003\u30d1\u30bf\u30fc\u30f3\u3078\u3068\u30b7\u30d5\u30c8\u3059\u308b\u3002 \u9069\u5207\u306a\u601d\u8003\u30ab\u30fc\u30c9\u3068\u52d5\u7684\u306b\u4e00\u81f4\u3059\u308b\u8a8d\u77e5\u8907\u96d1\u6027\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u958b\u767a\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2411.18478v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2411.18478v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Wed, 27 Nov 2024 16:19:00 GMT)<\/li>\n\n\n\n<li>\u300c(1) define atom reasoning actions, (2) construct thought cards via MCTS, (3) select reasoning patterns, and (4) solve and verify\u300d\u304b\u3089\u306a\u308bICL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002(1)\u3067\u306f\u300cSystem Analysis (SA)\u300d\u300cOne-Step Thought (OST)\u300d\u300cChain-of-Thought (CoT)\u300d\u300cDivide and Conquer (DC)\u300d\u300c(a5) Self-Reflection and Refinement (SRR)\u300d\u306e5\u7a2e\u985e\u3092\u5b9a\u7fa9\u3002<\/li>\n\n\n\n<li>\u300cHiAR-ICL, a High-level Automated Reasoning paradigm in ICL\u300d\u3068\u3044\u3046\u540d\u79f0\u3067\u3042\u308b\u304c\u3001ICL\u3068\u3044\u3046\u3088\u308aAgentic\u306a\u52d5\u4f5c\u306b\u601d\u3048\u308b\u3002\u3082\u3061\u308d\u3093\u6027\u80fd\u306f\u4e0a\u304c\u308a\u305d\u3046\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":[42,200],"class_list":["post-5850","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-in-context-learning"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5850","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=5850"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5850\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5850"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5850"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5850"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}