{"id":7727,"date":"2025-11-11T05:14:00","date_gmt":"2025-11-10T20:14:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7727"},"modified":"2025-11-08T22:18:39","modified_gmt":"2025-11-08T13:18:39","slug":"tom-leveraging-tree-oriented-mapreduce-for-long-context-reasoning-in-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7727","title":{"rendered":"ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models\u00a0<\/strong>[107.9]<br>ToM\u306f\u3001\u9577\u671f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u63a8\u8ad6\u306e\u305f\u3081\u306e\u65b0\u3057\u3044\u30c4\u30ea\u30fc\u6307\u5411MapReduce\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 ToM \u306f\u65e2\u5b58\u306e\u5206\u5272\u30fb\u30af\u30a8\u30ea\u30fc\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3084\u691c\u7d22\u62e1\u5f35\u751f\u6210\u624b\u6cd5\u3088\u308a\u3082\u5927\u5e45\u306b\u512a\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.00489v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.00489v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 01 Nov 2025 10:43:58 GMT)<\/li>\n\n\n\n<li>\u300cLeveraging a tree- structured MapReduce approach, ToM performs recursive reasoning over documents to enhance long-context understanding. It consists of two key components: DocTree Construction: ToM first applies Hierarchical Semantic Parsing to convert each chunk into a structured subtree, then combines these subtrees into a hierarchical DocTree through Bottom-up Aggregation. 2). Recursive Reasoning via MapReduce: ToM performs recursive reasoning on the DocTree in a MapReduce fashion, enabling systematic aggregation of rationales across the hierarchy.\u00a0\u300d\u3068Tree\u69cb\u9020\u5316\uff06MapReduce\u3092\u7528\u3044\u308b\u9577\u6587\u51e6\u7406\u306e\u63d0\u6848\u3002\u4e00\u822c\u7684\u306aRAG\u3088\u308a\u3082\u6027\u80fd\u304c\u826f\u3044\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/gjn12-31\/ToM\">GitHub &#8211; gjn12-31\/ToM<\/a><\/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":[324,667],"class_list":["post-7727","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-rag","tag-667"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7727","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=7727"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7727\/revisions"}],"predecessor-version":[{"id":7728,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7727\/revisions\/7728"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7727"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7727"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7727"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}