{"id":5009,"date":"2024-06-20T04:47:00","date_gmt":"2024-06-19T19:47:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5009"},"modified":"2024-06-20T04:47:00","modified_gmt":"2024-06-19T19:47:00","slug":"mixture-of-agents-enhances-large-language-model-capabilities","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5009","title":{"rendered":"Mixture-of-Agents Enhances Large Language Model Capabilities"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Mixture-of-Agents Enhances Large Language Model Capabilities\u00a0<\/strong>[34.7]<br>\u6211\u3005\u306f,Mixture-of-Agents(MoA)\u624b\u6cd5\u3092\u7528\u3044\u3066,\u591a\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306e\u7dcf\u5408\u7684\u77e5\u8b58\u3092\u6d3b\u7528\u3059\u308b\u65b0\u3057\u3044\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002 \u63d0\u6848\u624b\u6cd5\u3067\u306f, \u5404\u5c64\u304c\u8907\u6570\u306eLLM\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304b\u3089\u69cb\u6210\u3055\u308c\u308b\u5c64\u72b6MoA\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u69cb\u7bc9\u3059\u308b\u3002 MoA\u30e2\u30c7\u30eb\u306f\u3001AlpacaEval 2.0\u3001MT-Bench\u3001FLASK\u3067\u3001GPT-4 Omni\u3092\u4e0a\u56de\u3063\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2406.04692v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2406.04692v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 07 Jun 2024 07:04:10 GMT)<\/li>\n\n\n\n<li>\u540d\u524d\u304b\u3089\u3057\u3066\u3082\u5f37\u529b\u305d\u3046\u306aMixture-of-Agents\u3001\u968e\u5c64\u578b\u3067\u8907\u6570\u306eLLM\u306e\u7d50\u679c\u3092\u8e0f\u307e\u3048\u3066\u89e3\u3092\u6c42\u3081\u3066\u3044\u304f\u52d5\u4f5c\u306e\u3088\u3046\u3002\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\uff08Qwen1.5 110B-Chat\u3001Qwen1.5 72B-Chat\u3001WizardLM-8x22B\u3001 LLaMA-3-70B-Instruct \u3001 Mixtral-8x22B-v0.1\u3001dbrx-instruct\uff09\u306e\u8907\u5408\u3067GPT-4o\u3092\u4e0a\u56de\u3063\u305f\u306e\u306f\u51c4\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/togethercomputer\/moa\">GitHub &#8211; togethercomputer\/MoA<\/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-5009","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\/5009","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=5009"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5009\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5009"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5009"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5009"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}