{"id":6937,"date":"2025-06-17T06:33:00","date_gmt":"2025-06-16T21:33:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6937"},"modified":"2025-06-15T20:38:15","modified_gmt":"2025-06-15T11:38:15","slug":"boosting-llm-reasoning-via-spontaneous-self-correction","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6937","title":{"rendered":"Boosting LLM Reasoning via Spontaneous Self-Correction"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Boosting LLM Reasoning via Spontaneous Self-Correction\u00a0<\/strong>[43.5]<br>\u6570\u5b66\u63a8\u8ad6\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e1\u3064\u306f\u81ea\u5df1\u88dc\u6b63\u3067\u3042\u308b\u3002 \u65e2\u5b58\u306e\u81ea\u5df1\u88dc\u6b63\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u4fee\u6b63\u3092\u72ec\u7acb\u3057\u305f\u30dd\u30b9\u30c8\u30b8\u30a7\u30cd\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u6271\u3046\u3002 \u672c\u7814\u7a76\u3067\u306f,LLM\u304c\u5358\u4e00\u63a8\u8ad6\u30d1\u30b9\u3067\u30a4\u30f3\u30bf\u30fc\u30ea\u30fc\u30d6\u3055\u308c\u305f\u89e3\u3068\u691c\u8a3c\u3092\u751f\u6210\u3067\u304d\u308b\u81ea\u5df1\u88dc\u6b63\u624b\u6cd5\u3067\u3042\u308bSPOC\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2506.06923v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2506.06923v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 07 Jun 2025 21:23:00 GMT)<\/li>\n\n\n\n<li>\u300cwe introduce SPOC, a spontaneous self-correction approach that enables LLMs to spontaneously generate interleaved solutions and verifications in a single inference pass.\u300d\u3068CoT\uff08ToT\uff09\u3068LRM\u306e\u95a2\u4fc2\u3092\u601d\u3044\u51fa\u3059\u30a2\u30d7\u30ed\u30fc\u30c1\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u624b\u306e\u5f37\u5316\u3092\u884c\u3063\u305f\u30e2\u30c7\u30eb\u3092MoA\u7684\u306b\u675f\u306d\u308b\u306e\u304c\u826f\u3044\u306e\u304b\u3001\u3044\u308d\u3044\u308d\u306a\u3082\u306e\u3092\u4e00\u3064\u306e\u30e2\u30c7\u30eb\u304c\u5438\u53ce\u3057\u3066\u3044\u304f\u306e\u304b\u3001\u8208\u5473\u304c\u3042\u308b\u3068\u3053\u308d\u3002<\/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-6937","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\/6937","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=6937"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6937\/revisions"}],"predecessor-version":[{"id":6938,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6937\/revisions\/6938"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6937"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6937"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6937"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}