{"id":7518,"date":"2025-09-30T04:28:00","date_gmt":"2025-09-29T19:28:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7518"},"modified":"2025-09-28T16:37:08","modified_gmt":"2025-09-28T07:37:08","slug":"limi-less-is-more-for-agency","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7518","title":{"rendered":"LIMI: Less is More for Agency\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>LIMI: Less is More for Agency\u00a0<\/strong>[49.6]<br>LIMI(Less Is More for Intelligent Agency)\u306f\u3001\u6a5f\u95a2\u304c\u6839\u672c\u7684\u306b\u7570\u306a\u308b\u958b\u767a\u539f\u5247\u306b\u5f93\u3046\u3053\u3068\u3092\u793a\u3059\u3002 \u9ad8\u5ea6\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306f\u3001\u6700\u5c0f\u3067\u3082\u6226\u7565\u7684\u306b\u30ad\u30e5\u30ec\u30fc\u30c8\u3055\u308c\u305f\u81ea\u5f8b\u884c\u52d5\u306e\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u751f\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002 \u30de\u30b7\u30f3\u306e\u81ea\u5f8b\u6027\u306f\u30c7\u30fc\u30bf\u306e\u8c4a\u5bcc\u3055\u3067\u306f\u306a\u304f\u3001\u9ad8\u54c1\u8cea\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5b9f\u8a3c\u306e\u6226\u7565\u7684\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u751f\u307e\u308c\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.17567v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.17567v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 22 Sep 2025 10:59:32 GMT)<\/li>\n\n\n\n<li>\u300cThese findings establish the Agency Efficiency Principle: machine autonomy emerges not from data abundance but from strategic curation of high-quality agentic demonstrations. This discovery fundamentally reshapes how we develop autonomous AI systems, suggesting that mastering agency requires understanding its essence, not scaling training data.\u300d\u3068\u3044\u3046\u4e3b\u5f35\u3002\u300cwe refer to models fine-tuned with our curated dataset as LIMI (corresponding to fine-tuning GLM-4.5) and LIMI-Air (corresponding to fine-tuning GLM-4.5-Air).\u300d\u3068SFT\u306e\u3088\u3046\u306a\u3060\u304c\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5927\u304d\u306aGLM-4.5\u30d9\u30fc\u30b9\u306e\u65b9\u304c\u6539\u5584\u5e45\u3082\u5927\u304d\u304f\u898b\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/GAIR-NLP\/LIMI\">GitHub &#8211; GAIR-NLP\/LIMI: LIMI: Less is More for Agency<\/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":[42,99],"class_list":["post-7518","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-data-centric-ai"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7518","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=7518"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7518\/revisions"}],"predecessor-version":[{"id":7519,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7518\/revisions\/7519"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7518"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7518"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7518"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}