{"id":8204,"date":"2026-02-16T06:13:00","date_gmt":"2026-02-15T21:13:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8204"},"modified":"2026-02-14T21:16:38","modified_gmt":"2026-02-14T12:16:38","slug":"sci-coe-co-evolving-scientific-reasoning-llms-via-geometric-consensus-with-sparse-supervision","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8204","title":{"rendered":"Sci-CoE: Co-evolving Scientific Reasoning LLMs via Geometric Consensus with Sparse Supervision"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Sci-CoE: Co-evolving Scientific Reasoning LLMs via Geometric Consensus with Sparse Supervision\u00a0<\/strong>[15.8]<br>Sci-CoE\u306f2\u6bb5\u968e\u306e\u79d1\u5b66\u7684\u5171\u9032\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u30e2\u30c7\u30eb\u304c\u89e3\u6cd5\u3068\u691c\u8a3c\u5668\u306e\u4e21\u65b9\u3068\u3057\u3066\u81ea\u5df1\u9032\u5316\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002 \u6700\u521d\u306e\u6bb5\u968e\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306f\u6ce8\u91c8\u4ed8\u304d\u30c7\u30fc\u30bf\u306e\u5c0f\u3055\u306a\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u691c\u8a3c\u5668\u306e\u6b63\u5f53\u6027\u5224\u5b9a\u30a2\u30f3\u30ab\u30fc\u3092\u78ba\u7acb\u3059\u308b\u3002 \u7b2c2\u6bb5\u968e\u3067\u306f\u3001\u30b3\u30f3\u30bb\u30f3\u30b5\u30b9\u3001\u4fe1\u983c\u6027\u3001\u591a\u69d8\u6027\u3092\u5171\u540c\u3067\u8003\u616e\u3057\u3001\u5927\u898f\u6a21\u306a\u81ea\u5df1\u8a55\u4fa1\u3092\u4fc3\u9032\u3059\u308b\u5e7e\u4f55\u5b66\u7684\u5831\u916c\u6a5f\u69cb\u3092\u5c0e\u5165\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2602.12164v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2602.12164v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 12 Feb 2026 16:46:00 GMT)<\/li>\n\n\n\n<li>\u300cwe introduce Sci-CoE, a scientific co-evolving framework that consists of a Solver and a Verifier, both implemented within a single LLM.\u300d\u3068\u5354\u8abf\u7684\u306b\u9032\u5316\u3057\u3066\u3044\u304f\u30bf\u30a4\u30d7\u306e\u30e2\u30c7\u30eb\u3002\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3088\u308a\u3082\u6027\u80fd\u304c\u5411\u4e0a\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/InternScience\/Sci-CoE\">GitHub &#8211; InternScience\/Sci-CoE: Sci-CoE: Co-evolving Scientific Reasoning LLMs via Geometric Consensus with Sparse Supervision<\/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":[356,623],"class_list":["post-8204","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-self-x","tag-623"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8204","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=8204"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8204\/revisions"}],"predecessor-version":[{"id":8205,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8204\/revisions\/8205"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8204"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8204"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8204"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}