{"id":7495,"date":"2025-10-01T06:24:00","date_gmt":"2025-09-30T21:24:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7495"},"modified":"2025-09-27T21:35:26","modified_gmt":"2025-09-27T12:35:26","slug":"scireasoner-laying-the-scientific-reasoning-ground-across-disciplines","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7495","title":{"rendered":"SciReasoner: Laying the Scientific Reasoning Ground Across Disciplines"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>SciReasoner: Laying the Scientific Reasoning Ground Across Disciplines\u00a0<\/strong>[112.8]<br>\u6211\u3005\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u3068\u7570\u8cea\u306a\u79d1\u5b66\u7684\u8868\u73fe\u3092\u6574\u5408\u3055\u305b\u308b\u79d1\u5b66\u7684\u63a8\u8ad6\u57fa\u76e4\u30e2\u30c7\u30eb\u3092\u63d0\u6848\u3059\u308b\u3002 \u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u79d1\u5b66\u7684\u306a\u30c6\u30ad\u30b9\u30c8\u3001\u7d14\u7c8b\u306a\u30b7\u30fc\u30b1\u30f3\u30b9\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u3068\u30c6\u30ad\u30b9\u30c8\u306e\u30da\u30a2\u306b\u307e\u305f\u304c\u308b206B\u306e\u30b3\u30fc\u30d1\u30b9\u3067\u4e8b\u524d\u8a13\u7df4\u3055\u308c\u30014000\u4e07\u306e\u547d\u4ee4\u3067SFT\u3092\u4ecb\u3057\u3066\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3055\u308c\u308b\u3002 i) \u30c6\u30ad\u30b9\u30c8\u3068\u79d1\u5b66\u5f62\u5f0f\u9593\u306e\u5fe0\u5b9f\u306a\u7ffb\u8a33\u3001(ii) \u30c6\u30ad\u30b9\u30c8\/\u77e5\u8b58\u62bd\u51fa\u3001(iii) \u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u4e88\u6e2c\u3001(iv) \u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u5206\u985e\u3001(v) \u6761\u4ef6\u306a\u3057\u304a\u3088\u3073\u6761\u4ef6\u4ed8\u304d\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u751f\u6210\u3068\u8a2d\u8a08\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.21320v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.21320v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 25 Sep 2025 17:52:06 GMT)<\/li>\n\n\n\n<li>\u300cBy mapping natural language, DNA\/RNA\/protein sequences, molecular strings, and materials representations into a shared backbone via task-aware tokenization and consistent input\u2013output schemas, the model moves beyond narrow, discipline-specific solutions and limited task menus.\u300d\u3001\u3068\u81ea\u7136\u8a00\u8a9e\u306aLLM\u3068\u79d1\u5b66\u7684\u8a18\u8ff0\u3092\u7d71\u5408\u3059\u308b\u53d6\u308a\u7d44\u307f\u3002\u300cThe model is pretrained on a 206B-token corpus spanning scientific text, pure sequences, and sequence\u2013text pairs, then aligned via SFT on 40M instructions, annealed cold-start bootstrapping to elicit long-form chain-of-thought, and reinforcement learning with task-specific reward shaping, which instills deliberate scientific reasoning.\u300d\u3068\u6b63\u9762\u7a81\u7834\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/open-sciencelab\/SciReason\">GitHub &#8211; open-sciencelab\/SciReason<\/a>\u3001<a href=\"https:\/\/huggingface.co\/SciReason\">SciReason (SciReason)<\/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":[232,623],"class_list":["post-7495","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-lrm","tag-623"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7495","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=7495"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7495\/revisions"}],"predecessor-version":[{"id":7497,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7495\/revisions\/7497"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7495"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7495"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7495"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}