{"id":5767,"date":"2024-11-18T05:20:00","date_gmt":"2024-11-17T20:20:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5767"},"modified":"2024-11-18T05:20:00","modified_gmt":"2024-11-17T20:20:00","slug":"workflowllm","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5767","title":{"rendered":"WorkflowLLM"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>WorkflowLLM: Enhancing Workflow Orchestration Capability of Large Language Models\u00a0<\/strong>[105.5]<br>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e,\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bLLM\u3092\u63d0\u6848\u3059\u308b\u3002 \u6700\u521d\u306f106,763\u306e\u30b5\u30f3\u30d7\u30eb\u3067\u5927\u898f\u6a21\u306a\u5fae\u8abf\u6574Bench\u3092\u69cb\u7bc9\u3057\u300128\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u308f\u305f\u308b83\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304b\u30891,503\u306eAPI\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u308b\u3002 LlamaLlama\u306f\u8907\u96d1\u306aAPI\u3092\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u80fd\u529b\u3092\u793a\u3057\u306a\u304c\u3089\u3001\u512a\u308c\u305f\u4e00\u822c\u5316\u6027\u80fd\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2411.05451v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2411.05451v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 08 Nov 2024 09:58:02 GMT)<\/li>\n\n\n\n<li>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u306b\u304a\u3044\u3066\u91cd\u8981\u3068\u306a\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u751f\u6210\u306b\u95a2\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u63d0\u6848\u3068LLM\u306e\u69cb\u7bc9\u3002<\/li>\n\n\n\n<li>(1) Data Collection\u3001(2) Query Expansion\u3001(3) Workflow Generation\u3001\u5408\u6210\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305fWorkflowBench\u306e\u4f5c\u6210\u3001fine-tune\u306b\u3088\u308b WorkflowLlama\u306e\u69cb\u7bc9\u3068\u5408\u6210\u30c7\u30fc\u30bf\u3092\u4f75\u7528\u3059\u308b\u4e00\u822c\u7684\u306a\u624b\u9806\u3067\u306f\u3042\u308b\u304c\u3001GPT-4o w\/ICL\u3092\u5b8c\u5168\u306boutperform\u3057\u3066\u3044\u308b\u306e\u304c\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/OpenBMB\/WorkflowLLM\">GitHub &#8211; OpenBMB\/WorkflowLLM<\/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":[42,517],"class_list":["post-5767","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5767","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=5767"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5767\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5767"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5767"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5767"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}