{"id":7792,"date":"2025-11-25T05:35:00","date_gmt":"2025-11-24T20:35:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7792"},"modified":"2025-11-15T20:46:31","modified_gmt":"2025-11-15T11:46:31","slug":"ssr-socratic-self-refine-for-large-language-model-reasoning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7792","title":{"rendered":"SSR: Socratic Self-Refine for Large Language Model Reasoning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>SSR: Socratic Self-Refine for Large Language Model Reasoning\u00a0<\/strong>[78.6]<br>Socratic Self-Refine (SSR)\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u304d\u3081\u7d30\u304b\u3044\u8a55\u4fa1\u3068\u7cbe\u5ea6\u5411\u4e0a\u306e\u305f\u3081\u306e\u65b0\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 \u63d0\u6848\u3057\u305fSSR\u306f\u30e2\u30c7\u30eb\u5fdc\u7b54\u3092\u691c\u8a3c\u53ef\u80fd\u306a(\u30b5\u30d6\u30af\u30a8\u30b9\u30c8,\u30b5\u30d6\u30b5\u30d6\u30a2\u30f3\u30b5\u30fc)\u30da\u30a2\u306b\u5206\u89e3\u3057,\u30b9\u30c6\u30c3\u30d7\u30ec\u30d9\u30eb\u306e\u4fe1\u983c\u5ea6\u63a8\u5b9a\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002 5\u3064\u306e\u63a8\u8ad6\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30683\u3064\u306eLCM\u306b\u3088\u308b\u5b9f\u8a3c\u7684\u306a\u7d50\u679c\u304b\u3089\u3001SSR\u306f\u4e00\u8cab\u3057\u3066\u6700\u5148\u7aef\u306e\u53cd\u5fa9\u7684\u81ea\u5df1\u4fee\u6b63\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u4e0a\u56de\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.10621v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.10621v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 14 Nov 2025 02:00:16 GMT)<\/li>\n\n\n\n<li>\u300cWe propose a novel framework, Socratic Self-Refine (SSR), that allows more fine-grained confidence estimation and precise error control over decomposed reasoning steps. By formulating reasoning as a sequence of (sub-question, sub-answer) pairs, SSR overcomes the limitations of existing holistic self-refinement methods.\u300d\u3068\u3044\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u6848\u3001\u52b9\u679c\u3092\u78ba\u8a8d\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/SalesforceAIResearch\/socratic-self-refine-reasoning\">GitHub &#8211; SalesforceAIResearch\/socratic-self-refine-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":[356],"class_list":["post-7792","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7792","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=7792"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7792\/revisions"}],"predecessor-version":[{"id":7793,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7792\/revisions\/7793"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7792"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7792"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7792"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}