{"id":6717,"date":"2025-05-16T04:53:00","date_gmt":"2025-05-15T19:53:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6717"},"modified":"2025-05-10T16:57:53","modified_gmt":"2025-05-10T07:57:53","slug":"hypertree-planning-enhancing-llm-reasoning-via-hierarchical-thinking","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6717","title":{"rendered":"HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking\u00a0<\/strong>[109.1]<br>\u63d0\u6848\u3059\u308bHyperTree Planning(HTP)\u306f,\u9ad8\u6728\u69cb\u9020\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u3092\u69cb\u6210\u3059\u308b\u65b0\u3057\u3044\u63a8\u8ad6\u30d1\u30e9\u30c0\u30a4\u30e0\u3067\u3042\u308b\u3002 \u5b9f\u9a13\u3067\u306fHTP\u306e\u6709\u52b9\u6027\u3092\u5b9f\u8a3c\u3057\u3001Gemini-1.5-Pro\u306b\u3088\u308bTravelPlanner\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u6700\u5148\u7aef\u306e\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3057\u3001o1-preview\u3088\u308a\u30823.6\u500d\u306e\u6027\u80fd\u5411\u4e0a\u3092\u5b9f\u73fe\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2505.02322v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2505.02322v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 05 May 2025 02:38:58 GMT)<\/li>\n\n\n\n<li>\u300cCompared to previous tree planning methods such as ToT (Yao et al , 2024) and RAP (Hao et al , 2023), HTP introduces structural innovations that enable each edge to connect multiple child nodes, making it suitable for a divide-and-conquer strategy.\u300d\u3068\u3044\u3046\u7279\u5fb4\u3092\u6301\u3064HyperTree\u3092\u4f7f\u3063\u305f\u884c\u52d5\u8a08\u753b\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u52b9\u679c\u304c\u9ad8\u3044\u3088\u3046\u3002\u901a\u5e38\u306e\u30c4\u30ea\u30fc\u3088\u308a\u3082\u5f37\u529b\u306a\u69cb\u9020\u3067\u3042\u308b\u306e\u306f\u78ba\u304b\u3060\u308d\u3046\u304cLLM\u3082\u6271\u3044\u3084\u3059\u3044\u3068\u3044\u3046\u70b9\u304c\u9762\u767d\u3044\u3002\uff08\u3044\u308d\u3044\u308d\u66f8\u3051\u308b\uff09\u81ea\u7136\u8a00\u8a9e\u306b\u4f3c\u3066\u3044\u308b\u30fb\u30fb\u30fb\uff1f<\/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":[636],"class_list":["post-6717","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-636"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6717","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=6717"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6717\/revisions"}],"predecessor-version":[{"id":6718,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6717\/revisions\/6718"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}