{"id":8010,"date":"2026-01-05T03:45:00","date_gmt":"2026-01-04T18:45:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8010"},"modified":"2026-01-04T07:49:58","modified_gmt":"2026-01-03T22:49:58","slug":"youtu-llm-unlocking-the-native-agentic-potential-for-lightweight-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8010","title":{"rendered":"Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models\u00a0<\/strong>[78.7]<br>\u30cd\u30a4\u30c6\u30a3\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3068\u9ad8\u3044\u8a08\u7b97\u52b9\u7387\u3092\u8abf\u548c\u3055\u305b\u308b\u8efd\u91cf\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3042\u308bYoutu-LLM\u3092\u7d39\u4ecb\u3059\u308b\u3002 Youtu-LLM\u306f\u3001\u30b9\u30af\u30e9\u30c3\u30c1\u304b\u3089\u4f53\u7cfb\u7684\u306b\u63a8\u8ad6\u3068\u8a08\u753b\u80fd\u529b\u306e\u80b2\u6210\u307e\u3067\u4e8b\u524d\u8a13\u7df4\u3055\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.24618v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.24618v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 31 Dec 2025 04:25:11 GMT)<\/li>\n\n\n\n<li>\u300cYoutu-LLM significantly outperforms existing state-of-the-art models of similar scale across both general- purpose (Figure 2) and agentic benchmarks (Figure 1), and in several settings, rivals substantially larger models. Beyond performance gains, our analyses provide the first systematic evidence that agentic pre- training can unlock agent potential in lightweight LLMs, revealing phenomena such as scalable growth of agent capabilities.\u300d\u3068\u5c0f\u898f\u6a21\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5411\u3051\u306e\u30e2\u30c7\u30eb\u306e\u63d0\u6848\u3002\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9\u3092\u72d9\u3046\u3068\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u95a2\u9023\u306e\u80fd\u529b\u3092\u4fdd\u3063\u305f\u307e\u307e\u306e\u5c0f\u578b\u5316\u304c\u91cd\u8981\u3067\u3042\u308a\u300cWe propose a principled training paradigm that enhances native agentic capabilities through innovations in tokenizer design, data allocation, and multi-stage learning, guided by an agent-centric philosophy.\u300d\u3068\u3042\u308b\u3088\u3046\u306b\u72d9\u3063\u3066\u5f37\u5316\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3088\u3046\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/TencentCloudADP\/youtu-tip\/\">GitHub &#8211; TencentCloudADP\/youtu-tip: Youtu-Tip: Tap for Intelligence, Keep on Device.<\/a>\u3001\u30e2\u30c7\u30eb\u306f<a href=\"https:\/\/huggingface.co\/collections\/tencent\/youtu\">Youtu &#8211; a tencent Collection<\/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":[42,223],"class_list":["post-8010","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8010","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=8010"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8010\/revisions"}],"predecessor-version":[{"id":8011,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8010\/revisions\/8011"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8010"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8010"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8010"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}