{"id":8139,"date":"2026-02-05T06:26:00","date_gmt":"2026-02-04T21:26:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8139"},"modified":"2026-01-31T22:20:12","modified_gmt":"2026-01-31T13:20:12","slug":"agentic-reasoning-for-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8139","title":{"rendered":"Agentic Reasoning for Large Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Agentic Reasoning for Large Language Models&nbsp;<\/strong>[122.8]<br>\u63a8\u8ad6\u306f\u63a8\u8ad6\u3001\u554f\u984c\u89e3\u6c7a\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u57fa\u790e\u3068\u306a\u308b\u57fa\u672c\u7684\u306a\u8a8d\u77e5\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308b\u3002 \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u30af\u30ed\u30fc\u30ba\u30c9\u30ef\u30fc\u30eb\u30c9\u8a2d\u5b9a\u3067\u306f\u5f37\u529b\u306a\u63a8\u8ad6\u80fd\u529b\u3092\u793a\u3059\u304c\u3001\u30aa\u30fc\u30d7\u30f3\u30a8\u30f3\u30c9\u304a\u3088\u3073\u52d5\u7684\u74b0\u5883\u3067\u306f\u82e6\u52b4\u3059\u308b\u3002 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u63a8\u8ad6\u306f\u3001\u9023\u7d9a\u7684\u306a\u76f8\u4e92\u4f5c\u7528\u3092\u8a08\u753b\u3057\u3001\u884c\u52d5\u3057\u3001\u5b66\u7fd2\u3059\u308b\u81ea\u5f8b\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066LLM\u3092\u89e3\u91c8\u3059\u308b\u3053\u3068\u3067\u30d1\u30e9\u30c0\u30a4\u30e0\u30b7\u30d5\u30c8\u3092\u793a\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.12538v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.12538v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Sun, 18 Jan 2026 18:58:23 GMT)<\/li>\n\n\n\n<li>\u300cAgentic reasoning positions reasoning as the central mechanism of intelligent agents, spanning foundational capabilities (planning, tool use, and search), self-evolving adaptation (feedback, and memory-driven adaptation), and collective coordination (multi-agent collaboration), realizable through either in-context orchestration or post-training optimization.\u300d\u3068\u3057\u3066\u6574\u7406\u3055\u308c\u305f\u30b5\u30fc\u30d9\u30a4\u3002In-context Reasoning\u3001Post-training Reasoning\u306e\u4e21\u65b9\u3092\u542b\u3080\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/weitianxin\/Awesome-Agentic-Reasoning\">GitHub &#8211; weitianxin\/Awesome-Agentic-Reasoning<\/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":[42,387],"class_list":["post-8139","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8139","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=8139"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8139\/revisions"}],"predecessor-version":[{"id":8163,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8139\/revisions\/8163"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8139"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8139"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8139"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}