{"id":36587,"date":"2025-01-14T13:00:10","date_gmt":"2025-01-14T05:00:10","guid":{"rendered":"https:\/\/17aitech.com\/?p=36587"},"modified":"2025-01-14T13:00:10","modified_gmt":"2025-01-14T05:00:10","slug":"metagpt%e5%bc%80%e6%ba%90%e8%87%aa%e5%8a%a8%e7%94%9f%e6%88%90%e6%99%ba%e8%83%bd%e4%bd%93%e5%b7%a5%e4%bd%9c%e6%b5%81%ef%bc%8c4-55%e6%88%90%e6%9c%ac%e8%b6%85gpt-4o","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36587","title":{"rendered":"MetaGPT\u5f00\u6e90\u81ea\u52a8\u751f\u6210\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff0c4.55%\u6210\u672c\u8d85GPT-4o"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-09-2\" target=\"_blank\">MetaGPT\u5f00\u6e90\u81ea\u52a8\u751f\u6210\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff0c4.55%\u6210\u672c\u8d85GPT-4o<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c0593e915735513dd2d4f5a90b86d8d8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c0593e915735513dd2d4f5a90b86d8d8.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>AFLOW \u4f5c\u8005\u56e2\u961f\u6765\u81ea\u4e8e MetaGPT \u5f00\u6e90\u793e\u533a\u3002AFLOW \u8bba\u6587\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u4e3a\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u7684\u535a\u58eb\u751f\u5f20\u4f73\u9487\u548c DeepWisdom \u7814\u7a76\u5458\u5411\u52b2\u5b87\uff0c\u5171\u540c\u901a\u8baf\u4f5c\u8005\u4e3a DeepWisdom \u521b\u59cb\u4eba\u517c CEO \u5434\u627f\u9716\uff08MetaGPT \u4ee3\u7801\u4f5c\u8005\u3001\u8bba\u6587\u901a\u8baf\u4f5c\u8005\uff09\u548c\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u7684\u52a9\u7406\u6559\u6388\u9a86\u6631\u5b87\u3002\u4f5c\u8005\u8fd8\u5305\u62ec\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u7684\u4e8e\u5146\u6d0b\u3001\u6ed5\u67ab\u851a\u548c\u7a0b\u4fe1\uff0c\u5357\u4eac\u5927\u5b66 LAMDA \u5b9e\u9a8c\u5ba4\u535a\u58eb\u751f\u9648\u96c4\u8f89\uff0c\u590d\u65e6\u5927\u5b66\u7684\u9648\u5bb6\u797a\u548c\u90d1\u70b3\u5357\uff0c\u963f\u535c\u675c\u62c9\u56fd\u738b\u79d1\u6280\u5927\u5b66\u7684\u535a\u58eb\u751f\u8bf8\u845b\u9e23\u6668\uff08MetaGPT \u8bba\u6587\u5171\u540c\u4e00\u4f5c\uff09\uff0cDeepWisdom \u7814\u7a76\u5458\u6d2a\u601d\u777f\uff08MetaGPT \u8bba\u6587\u5171\u540c\u4e00\u4f5c\uff09\u548c\u738b\u91d1\u6dcb\uff0c\u8499\u7279\u5229\u5c14\u5927\u5b66\u4e0e MILA \u5b9e\u9a8c\u5ba4\u7684\u52a9\u7406\u6559\u6388\u5218\u90a6\u3002<\/strong><\/p>\n<p>\u5bf9\u4e8e LLM \u4ece\u4e1a\u8005\u6765\u8bf4\uff0c\u8ba9 LLM \u843d\u5730\u5e94\u7528\u5e76\u53d1\u6325\u4f5c\u7528\u9700\u8981\u624b\u52a8\u6784\u5efa\u5e76\u53cd\u590d\u8c03\u8bd5 Agentic Workflow\uff0c\u8fd9\u65e0\u7591\u662f\u4e2a\u7e41\u7410\u8fc7\u7a0b\uff0c\u4e00\u904d\u904d\u4fee\u6539\u76f8\u4f3c\u7684\u4ee3\u7801\uff0c\u8c03\u8bd5 prompt\uff0c\u624b\u52a8\u6267\u884c\u6d4b\u8bd5\u5e76\u89c2\u5bdf\u6548\u679c\uff0c\u5e76\u4e14\u6362\u4e2a LLM \u53ef\u80fd\u5c31\u4f1a\u5931\u6548\uff0c\u6709\u9ad8\u6602\u7684\u4eba\u529b\u6210\u672c\u3002\u8bb8\u591a\u516c\u53f8\u751a\u81f3\u4e13\u804c\u62db\u8058 Prompt Engineer \u6765\u5b8c\u6210\u8fd9\u4e00\u5de5\u4f5c\u3002<\/p>\n<p>\u73b0\u5728\uff0cAgentic Workflow \u4e5f\u6709\u81ea\u5df1\u7684\u81ea\u52a8\u4f18\u5316\u5de5\u5177\u4e86\u3002<\/p>\n<p>MetaGPT \u5f00\u6e90\u4e86 AFLOW\uff0c\u5b83\u4f7f\u7528 MCTS \u8fdb\u884c Agentic Workflow \u7684\u81ea\u52a8\u641c\u7d22\uff0c\u53ef\u4ee5\u5b8c\u5168\u81ea\u52a8\u5730\u6784\u5efa\u4e0e\u4f18\u5316 Agentic Workflow \u95ee\u9898\uff0c\u8ba9\u6211\u4eec\u4e0d\u518d\u9700\u8981\u624b\u5199\u4ee3\u7801\u3001\u8c03\u8bd5\u63d0\u793a\u8bcd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0704563d0d7027ab37af05a91d8d239a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0704563d0d7027ab37af05a91d8d239a.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 AFLOW \u901a\u8fc7\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\u4f18\u5316\u5de5\u4f5c\u6d41\uff0c\u6781\u4f4e\u6210\u672c\u5b9e\u73b0 GPT-4o \u7ea7\u80fd\u529b<\/sup><\/em><\/p>\n<p>\u8fd9\u662f\u5bf9\u63d0\u793a\u8bcd\u81ea\u52a8\u4f18\u5316\u7684\u8fdb\u4e00\u6b65\u63a2\u7d22\uff0c\u901a\u8fc7\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff0c\u5b8c\u5168\u63a5\u7ba1\u4e86 Agentic Workflow \u7684\u751f\u6210\u4e0e\u4f18\u5316\u8fc7\u7a0b\uff0c\u8868\u73b0\u8fdc\u8d85\u5176\u4ed6\u5de5\u4f5c\u6d41\u81ea\u52a8\u4f18\u5316\u5de5\u4f5c\uff0c\u751a\u81f3\u8d85\u8d8a\u4e86\u5bf9\u6bd4\u7684\u6240\u6709\u624b\u5de5\u5de5\u4f5c\u6d41\u57fa\u7ebf\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8098c9c407d3d681ec821766aa36c7c7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8098c9c407d3d681ec821766aa36c7c7.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aAFlow: Automating Agentic Workflow Generation<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2410.10762<\/section>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/geekan\/MetaGPT\/tree\/main\/examples\/aflow<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u4ec0\u4e48\u662f\u81ea\u52a8\u5de5\u4f5c\u6d41\u4f18\u5316\u95ee\u9898\uff1f<\/strong><\/p>\n<p>\u73b0\u6709\u7684 Agentic Workflow \u81ea\u52a8\u751f\u6210\u5de5\u4f5c\u96be\u4ee5\u751f\u6210\u6709\u6548\u7684\u5de5\u4f5c\u6d41\uff0c\u5b83\u4eec\u5f80\u5f80\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u521d\u59cb\u8bbe\u7f6e\uff0c\u4e14\u65e0\u6cd5\u5168\u9762\u6355\u6349\u5230\u5b8c\u6210\u4efb\u52a1\u6240\u9700\u7684\u5de5\u4f5c\u6d41\u591a\u6837\u6027\u3002\u4e3a\u4e86\u514b\u670d\u8fd9\u4e9b\u6311\u6218\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86 AFLOW \u6846\u67b6\u3002\u5229\u7528\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u6280\u672f\u6765\u7cfb\u7edf\u5730\u63a2\u7d22\u548c\u4f18\u5316 LLM \u7684\u5de5\u4f5c\u6d41\u3002AFLOW \u901a\u8fc7\u5c06\u5de5\u4f5c\u6d41\u5b9a\u4e49\u4e3a\u4ee3\u7801\u53ef\u8868\u793a\u7684\u8282\u70b9\u548c\u8fb9\uff0c\u4ece\u800c\u6709\u6548\u5730\u6355\u6349 LLMs \u8c03\u7528\u4e4b\u95f4\u7684\u590d\u6742\u4ea4\u4e92\u3002\u901a\u8fc7\u5f15\u5165\u64cd\u4f5c\u7b26\u7684\u6982\u5ff5\uff0cAFLOW \u8fdb\u4e00\u6b65\u7b80\u5316\u4e86\u641c\u7d22\u7a7a\u95f4\uff0c\u63d0\u9ad8\u4e86\u641c\u7d22\u6548\u7387\u3002\u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cAFLOW \u80fd\u591f\u81ea\u52a8\u53d1\u73b0\u548c\u4f18\u5316\u5de5\u4f5c\u6d41\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u4efb\u52a1\u6267\u884c\u7684\u6027\u80fd\uff0c\u540c\u65f6\u51cf\u5c11\u4e86\u5bf9\u4eba\u5de5\u5e72\u9884\u7684\u4f9d\u8d56\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ea294c4bebe91880e8abd1a30046fbd2.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ea294c4bebe91880e8abd1a30046fbd2.gif\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 AFLOW \u7684\u52a8\u6001\u6f14\u793a\u3002\u901a\u8fc7\u4e0d\u65ad\u8fed\u4ee3\u7684\u9009\u62e9\u3001\u6269\u5c55\u3001\u8bc4\u4f30\u548c\u53cd\u5411\u4f20\u64ad\u5b9e\u73b0\u5de5\u4f5c\u6d41\u7684\u81ea\u52a8\u5316\u751f\u6210\u548c\u4f18\u5316<\/sup><\/em><\/p>\n<p>AFLOW \u9996\u5148\u5c06\u5de5\u4f5c\u6d41\u4f18\u5316\u95ee\u9898\u91cd\u65b0\u6784\u5efa\u4e3a\u4e00\u4e2a\u641c\u7d22\u95ee\u9898\uff0c\u5176\u4e2d\u5de5\u4f5c\u6d41\u88ab\u8868\u793a\u4e3a\u4ee3\u7801\u5316\u7684\u8282\u70b9\u5e8f\u5217\uff0c\u6bcf\u4e2a\u8282\u70b9\u4ee3\u8868 LLM \u7684\u4e00\u4e2a\u5177\u4f53\u64cd\u4f5c\uff0c\u8282\u70b9\u4e4b\u95f4\u7684\u8fb9\u5b9a\u4e49\u4e86\u64cd\u4f5c\u7684\u903b\u8f91\u3001\u4f9d\u8d56\u5173\u7cfb\u548c\u6267\u884c\u6d41\u7a0b\u3002\u8fd9\u79cd\u8868\u793a\u65b9\u6cd5\u5c06\u5de5\u4f5c\u6d41\u8f6c\u5316\u4e3a\u4e00\u4e2a\u53ef\u4ee5\u641c\u7d22\u548c\u4f18\u5316\u7684\u56fe\u7ed3\u6784\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5de5\u4f5c\u6d41<em>\u00a0W<\/em> \u88ab\u5b9a\u4e49\u4e3a\u4e00\u4e2a LLM \u8c03\u7528\u8282\u70b9\u5e8f\u5217<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d4a039c59f2e44e541f6d6f1797dea3d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d4a039c59f2e44e541f6d6f1797dea3d.png\"><\/a>\uff0c\u5176\u4e2d\u6bcf\u4e2a\u8282\u70b9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6a0186c4dc6d595a4953d8e07efda2a9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6a0186c4dc6d595a4953d8e07efda2a9.png\"><\/a>\u5305\u542b\u6a21\u578b<em>\u00a0M<\/em>\uff0c\u63d0\u793a<em>\u00a0P<\/em>\uff0c\u6e29\u5ea6\uff0c\u8f93\u51fa\u683c\u5f0f<em>\u00a0F<\/em>\uff08\u5982 xml\u3001json\u3001markdown\u3001raw\uff09\u56db\u4e2a\u53c2\u6570\u3002\u8282\u70b9\u901a\u8fc7\u8fb9\u8fde\u63a5\uff0c\u8fb9\u53ef\u4ee5\u7531\u5404\u79cd\u7ed3\u6784\u8868\u793a\uff0c\u5982\u56fe\uff0c\u795e\u7ecf\u7f51\u7edc\uff0c\u4ee3\u7801\u3002<\/p>\n<p>\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u4f18\u5316\u7684\u76ee\u6807\u662f\u5728\u7ed9\u5b9a\u4efb\u52a1<em>\u00a0T\u00a0<\/em>\u548c\u8bc4\u4f30\u51fd\u6570<em>\u00a0G\u00a0<\/em>\u7684\u60c5\u51b5\u4e0b\uff0c\u53d1\u73b0\u4e00\u4e2a\u5de5\u4f5c\u6d41<em>\u00a0W<\/em> \uff0c\u4f7f\u5f97 <em>G(W,T)\u00a0<\/em>\u6700\u5927\u5316\u3002\u8fd9\u53ef\u4ee5\u88ab\u8868\u8ff0\u4e3a\u4e00\u4e2a\u641c\u7d22\u8fc7\u7a0b\uff0c\u5176\u4e2d\u7b97\u6cd5<em>\u00a0A\u00a0<\/em>\u63a2\u7d22\u641c\u7d22\u7a7a\u95f4<em>\u00a0S\u00a0<\/em>\u6765\u786e\u5b9a\u6700\u4f18\u7684\u5de5\u4f5c\u6d41\u914d\u7f6e\u3002\u641c\u7d22\u7a7a\u95f4<em>\u00a0S\u00a0<\/em>\u5305\u62ec\u6240\u6709\u53ef\u80fd\u7684\u8282\u70b9\u53c2\u6570\u548c\u8fb9\u7ed3\u6784\u7684\u914d\u7f6e\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e8fac0ca5d2b2cfbdb64169ecf1b7829.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e8fac0ca5d2b2cfbdb64169ecf1b7829.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Node\u3001Operator \u548c Edge \u793a\u4f8b\u3002\u6b64\u5904\u5c55\u793a Node \u7684\u53ef\u9009\u53c2\u6570\u3001Operator \u5e38\u89c1\u7ed3\u6784\u548c Edge \u7684\u5e38\u89c1\u8868\u793a<\/sup><\/em><\/p>\n<p><strong>AFLOW \u5982\u4f55\u81ea\u52a8\u4f18\u5316\u5de5\u4f5c\u6d41\uff1f<\/strong><\/p>\n<p>AFLOW \u5229\u7528\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u6765\u81ea\u52a8\u5316\u5730\u751f\u6210\u548c\u4f18\u5316 Agentic Workflow\u3002\u5728 AFLOW \u6846\u67b6\u4e2d\uff0cOperator \u626e\u6f14\u7740\u81f3\u5173\u91cd\u8981\u7684\u89d2\u8272\uff0c\u5b83\u4eec\u662f\u9884\u5b9a\u4e49\u7684\u3001\u53ef\u91cd\u7528\u7684\u8282\u70b9\u7ec4\u5408\uff0c\u4ee3\u8868\u5e38\u89c1\u7684\u667a\u80fd\u4f53\u64cd\u4f5c\uff08\u6bd4\u5982\u5ba1\u67e5\uff0c\u6295\u7968\uff0c\u751f\u6210\uff09\u3002\u8fd9\u4e9b Operator \u4f5c\u4e3a\u6784\u5efa\u5de5\u4f5c\u6d41\u7684\u57fa\u7840\u6784\u4ef6\uff0c\u88ab\u96c6\u6210\u5230\u641c\u7d22\u7a7a\u95f4\u4e2d\uff0c\u786e\u4fdd\u63a2\u7d22\u8fc7\u7a0b\u53ef\u4ee5\u5229\u7528\u5df2\u77e5\u7684\u6709\u6548\u667a\u80fd\u4f53\u64cd\u4f5c\u6a21\u5f0f\u3002\u5f15\u5165 Operator \u80fd\u591f\u663e\u8457\u63d0\u5347 AFLOW \u6846\u67b6\u7684\u641c\u7d22\u6548\u7387\u548c\u5de5\u4f5c\u6d41\u7684\u4f18\u5316\u6548\u679c\uff0c\u51cf\u5c11\u5728\u5e9e\u5927\u641c\u7d22\u7a7a\u95f4\u4e2d\u7684\u76f2\u76ee\u63a2\u7d22\u3002<\/p>\n<p>AFLOW \u7684\u76ee\u6807\u662f\u5728\u7ed9\u5b9a\u4efb\u52a1\u548c\u8bc4\u4f30\u51fd\u6570\u7684\u60c5\u51b5\u4e0b\uff0c\u53d1\u73b0\u4e00\u4e2a\u80fd\u591f\u6700\u5927\u5316\u4efb\u52a1\u6027\u80fd\u7684\u5de5\u4f5c\u6d41\u3002AFLOW \u7b97\u6cd5\u5f00\u59cb\u4e8e\u521d\u59cb\u5316\u6a21\u677f\u5de5\u4f5c\u6d41\uff0c\u8fd9\u4e2a\u6a21\u677f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u57fa\u672c\u7684\u5de5\u4f5c\u6d41\u6846\u67b6\uff0c\u5305\u62ec LLM \u8282\u70b9\u7684\u8c03\u7528\u548c Operator \u7684\u4f7f\u7528\u3002\u7136\u540e\uff0c\u7b97\u6cd5\u901a\u8fc7 MCTS \u7684\u56db\u4e2a\u4e3b\u8981\u6b65\u9aa4\u8fdb\u884c\u8fed\u4ee3\uff1a\u9009\u62e9\uff08Selection\uff09\u3001\u6269\u5c55\uff08Expansion\uff09\u3001\u8bc4\u4f30\uff08Evaluation\uff09\u548c\u53cd\u5411\u4f20\u64ad\uff08Backpropagation\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-06611f71fd74795eec5606c1e4038c84.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-06611f71fd74795eec5606c1e4038c84.png\"><\/a><\/p>\n<p><em><sup>AFLOW \u6574\u4f53\u6846\u67b6\uff1a\u901a\u8fc7\u8bbe\u7f6e\u4e00\u4e2a\u7531\u4ec5\u5177\u6709\u7075\u6d3b prompt \u53c2\u6570\u7684\u8282\u70b9\u3001\u7ed9\u5b9a\u7684\u8fd0\u7b97\u7b26\u96c6\u548c\u8868\u793a\u8fb9\u7684\u4ee3\u7801\u7ec4\u6210\u7684\u641c\u7d22\u7a7a\u95f4\uff0cAFLOW \u5728\u6b64\u7a7a\u95f4\u5185\u6267\u884c\u57fa\u4e8e MCTS \u7684\u641c\u7d22\u3002\u901a\u8fc7\u4e3a\u5de5\u4f5c\u6d41\u4f18\u5316\u800c\u8bbe\u8ba1\u7684 MCTS \u53d8\u4f53\uff0cAFLOW \u8fed\u4ee3\u6267\u884c\u8f6f\u6df7\u5408\u6982\u7387\u9009\u62e9\u3001\u57fa\u4e8e LLM \u7684\u6269\u5c55\u3001\u6267\u884c\u8bc4\u4f30\u548c\u7ecf\u9a8c\u53cd\u5411\u4f20\u64ad\u7684\u5faa\u73af\uff0c\u76f4\u5230\u8fbe\u5230\u6700\u5927\u8fed\u4ee3\u6b21\u6570\u6216\u6ee1\u8db3\u6536\u655b\u6807\u51c6<\/sup><\/em><\/p>\n<p><strong>\u9009\u62e9\u9636\u6bb5\u00a0<\/strong>AFLOW \u4f7f\u7528\u8f6f\u6df7\u5408\u6982\u7387\u9009\u62e9\u673a\u5236\u6765\u9009\u62e9\u4e00\u4e2a\u8282\u70b9\u8fdb\u884c\u6269\u5c55\u3002\u8fd9\u79cd\u673a\u5236\u7ed3\u5408\u4e86\u5747\u5300\u6982\u7387\u5206\u5e03\u548c\u57fa\u4e8e\u5206\u6570\u7684\u52a0\u6743\u6982\u7387\u5206\u5e03\uff0c\u4ee5\u5e73\u8861\u63a2\u7d22\u548c\u5229\u7528\uff0c\u907f\u514d\u9677\u5165\u5c40\u90e8\u6700\u4f18\u89e3\u3002\u9009\u62e9\u8fc7\u7a0b\u4e2d\uff0cAFLOW \u4f1a\u8003\u8651\u5019\u9009\u8282\u70b9\u7684\u5f97\u5206\u548c\u63a2\u7d22\u7684\u9700\u8981\uff0c\u4ece\u800c\u9009\u62e9\u4e00\u4e2a\u65e2\u6709\u53ef\u80fd\u5e26\u6765\u6027\u80fd\u63d0\u5347\u53c8\u5177\u6709\u63a2\u7d22\u4ef7\u503c\u7684\u8282\u70b9\u3002<\/p>\n<p><strong>\u6269\u5c55\u9636\u6bb5<\/strong> AFLOW \u4f7f\u7528 LLM \u4f5c\u4e3a\u4f18\u5316\u5668\u6765\u751f\u6210\u65b0\u7684\u5de5\u4f5c\u6d41\u3002\u4f18\u5316\u5668\u5229\u7528\u9009\u5b9a\u5de5\u4f5c\u6d41\u7684\u7ecf\u9a8c\u6765\u751f\u6210\u65b0\u7684\u63d0\u793a\u6216\u901a\u8fc7\u4fee\u6539\u4ee3\u7801\u6765\u6539\u53d8\u8282\u70b9\u8fde\u63a5\uff0c\u4ece\u800c\u4ea7\u751f\u65b0\u7684\u5de5\u4f5c\u6d41\u53d8\u4f53\u3002\u8fd9\u4e9b\u65b0\u7684\u5de5\u4f5c\u6d41\u53d8\u4f53\u662f\u901a\u8fc7\u5bf9\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u5fae\u5c0f\u8c03\u6574\u6765\u5b9e\u73b0\u7684\uff0c\u4f8b\u5982\u6dfb\u52a0\u3001\u4fee\u6539\u6216\u5220\u9664\u8282\u70b9\u548c\u8fb9\u3002<\/p>\n<p><strong>\u8bc4\u4f30\u9636\u6bb5<\/strong> AFLOW \u76f4\u63a5\u6267\u884c\u751f\u6210\u7684\u5de5\u4f5c\u6d41\u4ee5\u83b7\u5f97\u53cd\u9988\u3002\u7531\u4e8e\u63a8\u7406\u4efb\u52a1\u5177\u6709\u660e\u786e\u7684\u8bc4\u4f30\u51fd\u6570\uff0cAFLOW \u53ef\u4ee5\u901a\u8fc7\u5728\u9a8c\u8bc1\u96c6\u4e0a\u591a\u6b21\u8fd0\u884c\u5de5\u4f5c\u6d41\u6765\u8ba1\u7b97\u5e73\u5747\u5206\u548c\u6807\u51c6\u5dee\uff0c\u4ece\u800c\u83b7\u5f97\u66f4\u51c6\u786e\u7684\u4f18\u5316\u5668\u53cd\u9988\u3002<\/p>\n<p><strong>\u53cd\u5411\u4f20\u64ad\u9636\u6bb5\u00a0<\/strong>\u5de5\u4f5c\u6d41\u7684\u6027\u80fd\u4fe1\u606f\u88ab\u53cd\u5411\u4f20\u64ad\u5230 MCTS \u7684\u6811\u7ed3\u6784\u4e2d\uff0c\u7528\u4e8e\u66f4\u65b0\u8282\u70b9\u7684\u5f97\u5206\uff0c\u5e76\u6307\u5bfc\u672a\u6765\u7684\u641c\u7d22\u8fed\u4ee3\u3002\u8fd9\u4e9b\u4fe1\u606f\u5305\u62ec\u5de5\u4f5c\u6d41\u7684\u6267\u884c\u7ed3\u679c\u548c\u76f8\u5bf9\u4e8e\u5176\u7236\u5de5\u4f5c\u6d41\u7684\u4f18\u5316\u6210\u529f\u4e0e\u5426\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cAFLOW \u80fd\u591f\u4ece\u6bcf\u6b21\u8fed\u4ee3\u4e2d\u5b66\u4e60\uff0c\u5e76\u9010\u6e10\u6539\u8fdb\u5de5\u4f5c\u6d41\u7684\u6027\u80fd\u3002<\/p>\n<p>\u4e3a\u4e86\u907f\u514d\u5728\u4f18\u5316\u8fbe\u5230\u6781\u9650\u540e\u7ee7\u7eed\u6267\u884c\u7684\u4e0d\u5fc5\u8981\u6210\u672c\uff0c\u5f53\u8fde\u7eed\u51e0\u8f6e\u4e2d\u5206\u6570\u4f18\u5148\u7684\u524d k \u4e2a\u5de5\u4f5c\u6d41\u6ca1\u6709\u6539\u8fdb\u65f6\uff0cAFLOW \u5c06\u505c\u6b62\u4e0a\u8ff0\u8fed\u4ee3\u8fc7\u7a0b\u3002<\/p>\n<p><strong>AFLOW \u5e26\u6765\u7684 Agentic Workflow \u53d8\u9769<\/strong><\/p>\n<p><strong>\u663e\u8457\u7684\u6027\u80fd\u4f18\u52bf\u00a0<\/strong>AFLOW \u9009\u53d6\u4e86\u516d\u4e2a\u6587\u672c\u63a8\u7406\u7684\u4efb\u52a1\uff0c\u8986\u76d6\u4e86\u4ee3\u7801\uff08HumanEval, MBPP\uff09\uff0c\u6570\u5b66\uff08GSM8K, MATH\uff09\uff0c\u77e5\u8bc6\u95ee\u7b54\uff08HotpotQA, DROP\uff09\u4e09\u4e2a\u573a\u666f\u3002\u76f8\u6bd4\u73b0\u6709\u624b\u52a8\u65b9\u6cd5\u5e73\u5747\u63d0\u5347 5.7%\uff0c\u8f83\u5176\u4ed6\u81ea\u52a8\u5316\u65b9\u6cd5\u66f4\u662f\u63d0\u5347\u4e86 19.5%\u3002\u5728\u6240\u6709\u516d\u4e2a\u4efb\u52a1\u4e2d\uff0cAFLOW \u5c55\u73b0\u51fa\u5168\u9762\u7684\u9886\u5148\u4f18\u52bf\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u4e0d\u540c\u4efb\u52a1\u7c7b\u578b\u4e0a\u7684\u7a33\u5b9a\u6027\u548c\u9002\u5e94\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-adfc3233d4d2fa3aaaba6bf379971b1f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-adfc3233d4d2fa3aaaba6bf379971b1f.png\"><\/a><\/p>\n<p><em><sup>\u4e0e\u5176\u4ed6\u65b9\u6cd5\u7684\u6027\u80fd\u6bd4\u8f83\u3002\u4e3a\u4e86\u8bc4\u4f30\u8be5\u65b9\u6cd5\u7684\u6027\u80fd\uff0c\u6211\u4eec\u5728\u4e0d\u540c\u7684\u6570\u636e\u96c6\u4e2d\u91c7\u7528\u4e86\u5404\u79cd\u6307\u6807\uff1aMath \u548c GSM8K \u7684\u6c42\u89e3\u7387\u3001HotpotQA \u548c DROP \u7684 F1 \u5206\u6570\u4ee5\u53ca HumanEval \u548c MBPP \u7684 pass@1\u3002\u6211\u4eec\u7684 AFLOW\uff08\u4ee5\u9ec4\u8272\u7a81\u51fa\u663e\u793a\uff09\u5728\u6240\u6709\u516d\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u59cb\u7ec8\u4f18\u4e8e\u6240\u6709\u81ea\u52a8\u5de5\u4f5c\u6d41\u7a0b\u4f18\u5316\u548c\u624b\u52a8\u8bbe\u8ba1\u7684\u65b9\u6cd5<\/sup><\/em><\/p>\n<p><strong>\u663e\u8457\u6210\u672c\u964d\u4f4e\u00a0<\/strong>AFLOW \u4e3a Agent \u9886\u57df\u5e26\u6765\u7684\u6700\u5927\u53d8\u9769\u5728\u4e8e\u5176\u663e\u8457\u7684\u6210\u672c\u964d\u4f4e\u3002\u8f83\u5c0f\u5c3a\u5bf8\u7684\u6a21\u578b\u901a\u8fc7 AFLOW \u627e\u51fa\u7684\u5de5\u4f5c\u6d41\uff0c\u4ec5\u9700 GPT-4o \u63a8\u7406\u6210\u672c\u7684 4.55% \u5c31\u80fd\u5b9e\u73b0\u540c\u7b49\u6027\u80fd\u3002\u8fd9\u4e00\u7a81\u7834\u610f\u5473\u7740\u4f01\u4e1a\u53ef\u4ee5\u7528\u66f4\u5c0f\u7684\u6a21\u578b\u5b9e\u73b0\u5927\u6a21\u578b\u7684\u6548\u679c\uff0c\u4e3a AI \u5e94\u7528\u7684\u89c4\u6a21\u5316\u90e8\u7f72\u63d0\u4f9b\u4e86\u7ecf\u6d4e\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a4ec113551d1a26cfea3b2e2c4e492b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a4ec113551d1a26cfea3b2e2c4e492b8.png\"><\/a><\/p>\n<p><em><sup>\u6210\u672c\uff08Cost\uff09\u6307\u6267\u884c\u5206\u5272\u540e HumanEval \u6d4b\u8bd5\u96c6\u7684\u603b\u8d39\u7528\u3002AFLOW\uff08\u6a21\u578b\uff09\u6307 AFLOW \u4f7f\u7528\u8be5\u6a21\u578b\u6267\u884c\u5de5\u4f5c\u6d41\uff0c\u83b7\u5f97\u53cd\u9988\u3002\u56fe\u4f8b\u4e2d\u7684\u989c\u8272\u4ee3\u8868\u5728\u6d4b\u8bd5\u6570\u636e\u96c6\u4e2d\u6267\u884c\u5de5\u4f5c\u6d41\u6240\u4f7f\u7528\u7684\u4e0d\u540c LLM<\/sup><\/em><\/p>\n<p><strong>\u81ea\u52a8\u5316\u7684\u6548\u7387\u63d0\u5347<\/strong> AFLOW 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