{"id":7839,"date":"2025-12-03T05:30:00","date_gmt":"2025-12-02T20:30:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7839"},"modified":"2025-11-29T16:32:44","modified_gmt":"2025-11-29T07:32:44","slug":"toolorchestra-elevating-intelligence-via-efficient-model-and-tool-orchestration","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7839","title":{"rendered":"ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration\u00a0<\/strong>[110.2]<br>\u79c1\u305f\u3061\u306f\u3001\u4ed6\u306e\u30e2\u30c7\u30eb\u3084\u3055\u307e\u3056\u307e\u306a\u30c4\u30fc\u30eb\u3092\u7ba1\u7406\u3059\u308b\u5c0f\u3055\u306a\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30bf\u304c\u3001\u3069\u3061\u3089\u3082\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306e\u4e0a\u9650\u3092\u62bc\u3057\u4e0a\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002 \u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30c4\u30fc\u30eb\u3092\u30b3\u30fc\u30c7\u30a3\u30cd\u30fc\u30c8\u3059\u308b,\u5c0f\u3055\u306a\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30bf\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5\u3067\u3042\u308bToolOrchestra\u3092\u7d39\u4ecb\u3059\u308b\u3002 ToolOrchestra\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u5f93\u6765\u306e\u30c4\u30fc\u30eb\u4f7f\u7528\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3088\u308a\u3082\u4f4e\u30b3\u30b9\u30c8\u3067\u7cbe\u5ea6\u306e\u9ad8\u30448B\u30e2\u30c7\u30eb\u3067\u3042\u308bOrchestrator\u3092\u4f5c\u6210\u3067\u304d\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.21689v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.21689v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 26 Nov 2025 18:59:46 GMT)<\/li>\n\n\n\n<li>\u300cWe introduce ToolOrchestra, a method for training a small language model to serve as the orchestrator of a diverse toolkit, including classical tools and more intelligent models. This dovetails with recent developments in the field testifying that small language models are often sufficiently powerful and far more economical in agentic systems\u300d\u3068\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6642\u4ee3\u306b\u91cd\u8981\u306a\u80fd\u529b\u3067\u3042\u308b\u30c4\u30fc\u30eb\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u80fd\u529b\u3092\u30e2\u30c7\u30eb\u306b\u4e0e\u3048\u308b\u305f\u3081\u306e\u7814\u7a76<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/research.nvidia.com\/labs\/lpr\/ToolOrchestra\/\">ToolOrchestra<\/a>\u3001<a href=\"https:\/\/github.com\/NVlabs\/ToolOrchestra\">GitHub &#8211; NVlabs\/ToolOrchestra: ToolOrchestra is an end-to-end RL training framework for orchestrating tools and agentic workflows.<\/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":[223,406],"class_list":["post-7839","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-tool"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7839","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=7839"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7839\/revisions"}],"predecessor-version":[{"id":7840,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7839\/revisions\/7840"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7839"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7839"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7839"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}