{"id":6963,"date":"2025-06-24T05:10:00","date_gmt":"2025-06-23T20:10:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6963"},"modified":"2025-06-22T07:14:12","modified_gmt":"2025-06-21T22:14:12","slug":"acereason-nemotron-1-1-advancing-math-and-code-reasoning-through-sft-and-rl-synergy","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6963","title":{"rendered":"AceReason-Nemotron 1.1: Advancing Math and Code Reasoning through SFT and RL Synergy"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>AceReason-Nemotron 1.1: Advancing Math and Code Reasoning through SFT and RL Synergy\u00a0<\/strong>[48.3]<br>\u5f37\u3044\u63a8\u8ad6\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306b\u304a\u3044\u3066,\u6559\u5e2b\u4ed8\u304d\u5fae\u8abf\u6574(SFT)\u3068\u5f37\u5316\u5b66\u7fd2(RL)\u306e\u76f8\u4e57\u52b9\u679c\u306b\u3064\u3044\u3066\u691c\u8a0e\u3057\u305f\u3002 \u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u6226\u7565\u306f \u63a8\u7406\u6027\u80fd\u306b\u9855\u8457\u306a\u6539\u5584\u3092\u3082\u305f\u3089\u3057\u307e\u3059 \u6211\u3005\u306eAceReason-Nemotron-1.1 7B\u30e2\u30c7\u30eb\u306f\u3001Qwen2.5-7B\u306b\u57fa\u3065\u304f\u63a8\u8ad6\u30e2\u30c7\u30eb\u306b\u304a\u3044\u3066\u3001AceReason-Nemotron-1.0\u3068\u65b0\u3057\u3044\u6700\u5148\u7aef\u6027\u80fd\u3092\u8457\u3057\u304f\u4e0a\u56de\u3063\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2506.13284v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2506.13284v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 16 Jun 2025 09:27:48 GMT)<\/li>\n\n\n\n<li>LRM\u958b\u767a\u306b\u304a\u3044\u3066\u91cd\u8981\u306aSFT\u3068RL\u306e\u95a2\u4fc2\u3092\u691c\u8a3c\u3057\u305f\u8ad6\u6587\u3002\u300cOur results show that both scaling strategies substantially improve the reasoning abilities of large language models (LLMs).\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u300cInterestingly, even strong SFT models with robust coding abilities benefit substantially from math-only RL training. This leads to further gains in coding performance.\u300d\u306e\u3088\u3046\u306b\u96a3\u63a5\u9818\u57df\uff08\uff1f\uff09\u3067\u306e\u6027\u80fd\u5411\u4e0a\u306f\u3001\u3053\u306e\u5206\u91ce\u3060\u3068\u8272\u3005\u306a\u3068\u3053\u308d\u3067\u898b\u3089\u308c\u3066\u8208\u5473\u6df1\u3044\u6027\u8cea\u3060\u3068\u601d\u3063\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/huggingface.co\/nvidia\/AceReason-Nemotron-1.1-7B\">nvidia\/AceReason-Nemotron-1.1-7B \u00b7 Hugging Face<\/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":[150,232,576],"class_list":["post-6963","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-fine-tuning","tag-lrm","tag-576"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6963","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=6963"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6963\/revisions"}],"predecessor-version":[{"id":6964,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6963\/revisions\/6964"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6963"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6963"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6963"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}