{"id":7600,"date":"2025-10-14T05:49:00","date_gmt":"2025-10-13T20:49:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7600"},"modified":"2025-10-12T22:09:00","modified_gmt":"2025-10-12T13:09:00","slug":"when-thoughts-meet-facts-reusable-reasoning-for-long-context-lms","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7600","title":{"rendered":"When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs\u00a0<\/strong>[64.3]<br>\u6700\u8fd1\u306eLong-Context Language Models\u306f\u30011\u3064\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u6570\u5341\u4e07\u306e\u30c8\u30fc\u30af\u30f3\u3092\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u6211\u3005\u306f\u3001\u5f93\u6765\u306e\u554f\u984c\u89e3\u6c7a\u30c8\u30ec\u30fc\u30b9\u304b\u3089\u5c0e\u304b\u308c\u305f\u518d\u5229\u7528\u53ef\u80fd\u306a\u601d\u8003\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u3057\u3066\u3001\u63a8\u8ad6\u3092\u30ea\u30ad\u30e3\u30b9\u30c8\u3059\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u81ea\u7136\u8a00\u8a9e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u3088\u3063\u3066\u5b66\u7fd2\u30c7\u30fc\u30bf\u304b\u3089\u5f97\u3089\u308c\u308b\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u53cd\u5fa9\u7684\u306b\u6d17\u7df4\u3059\u308b\u66f4\u65b0\u6226\u7565\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.07499v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.07499v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 08 Oct 2025 19:52:35 GMT)<\/li>\n\n\n\n<li>\u300cThought Template Augmented LCLMs (TOTAL), that equips long- context models with reusable reasoning patterns and iteratively refines them through natural language feedback.\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u63d0\u6848\u3002\u30ed\u30f3\u30b0\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u3046\u307e\u304f\u4f7f\u3046\u8a18\u61b6\u3068\u3044\u3046\u30a4\u30e1\u30fc\u30b8\u3060\u308d\u3046\u304b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/starsuzi\/ToTAL\">https:\/\/github.com\/starsuzi\/ToTAL<\/a>\u3068\u306e\u3053\u3068\u3060\u304c\u73fe\u6642\u70b9\u3067\u306f404<\/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":[667],"class_list":["post-7600","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-667"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7600","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=7600"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7600\/revisions"}],"predecessor-version":[{"id":7601,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7600\/revisions\/7601"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7600"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7600"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7600"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}