{"id":34583,"date":"2024-12-09T10:56:24","date_gmt":"2024-12-09T02:56:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=34583"},"modified":"2024-12-09T10:56:24","modified_gmt":"2024-12-09T02:56:24","slug":"%e6%97%a9%e5%8d%8a%e5%b9%b4%e5%8f%91arxiv%ef%bc%8c%e5%8d%b4%e8%a2%ab%e8%b4%a8%e7%96%91%e6%8a%84%e8%a2%ad%ef%bc%9a%e6%b4%bb%e5%9c%a8%e5%be%ae%e8%bd%afautogen%e9%98%b4%e5%bd%b1%e9%87%8c%e7%9a%84camel","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34583","title":{"rendered":"\u65e9\u534a\u5e74\u53d1arXiv\uff0c\u5374\u88ab\u8d28\u7591\u6284\u88ad\uff1a\u6d3b\u5728\u5fae\u8f6fAutoGen\u9634\u5f71\u91cc\u7684CAMEL"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u65e9\u534a\u5e74\u53d1arXiv\uff0c\u5374\u88ab\u8d28\u7591\u6284\u88ad\uff1a\u6d3b\u5728\u5fae\u8f6fAutoGen\u9634\u5f71\u91cc\u7684CAMEL<\/a><\/p>\n

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arXiv \u4e0d\u662f\u540c\u884c\u8bc4\u5ba1\u671f\u520a\uff0c\u6240\u4ee5\u53d1\u5728 arXiv \u4e0a\u7684\u8bba\u6587\u4e0d\u5fc5\u88ab\u5f15\u7528\uff0c\u8fd9\u5408\u7406\u5417\uff1f \u00a0<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n

\u5982\u679c\u4f60\u5bf9 AI \u667a\u80fd\u4f53\u611f\u5174\u8da3\uff0c\u90a3\u4f60\u4e00\u5b9a\u77e5\u9053\u5fae\u8f6f\u7684 AutoGen<\/a>\u3002\u5b83\u662f\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa AI \u667a\u80fd\u4f53\u7684\u5f00\u6e90\u7f16\u7a0b\u6846\u67b6\uff0c\u5141\u8bb8\u591a\u4e2a\u667a\u80fd\u4f53\u901a\u8fc7\u804a\u5929\u6765\u89e3\u51b3\u4efb\u52a1\u3002\u5176\u95f4\uff0cLLM \u667a\u80fd\u4f53\u53ef\u4ee5\u626e\u6f14\u591a\u79cd\u89d2\u8272\uff0c\u5982\u7a0b\u5e8f\u5458\u3001\u8bbe\u8ba1\u5e08\uff0c\u6216\u8005\u5404\u79cd\u89d2\u8272\u7684\u7ec4\u5408\u3002<\/p>\n

\u5728 GitHub \u4e0a\uff0c\u8fd9\u4e2a\u9879\u76ee\u5df2\u7ecf\u6536\u83b7\u4e86 28k \u7684 star \u91cf\uff0c\u8bba\u6587\u8fd8\u5728 ICLR 2024 \u00a0LLM Agent Workshop \u4e0a\u83b7\u5f97\u4e86\u6700\u4f73\u8bba\u6587\u5956\u3002<\/p>\n

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\u4e0d\u8fc7\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u80cc\u540e\u5176\u5b9e\u662f\u5b58\u5728\u4e89\u8bae\u7684\u3002<\/p>\n

2023 \u5e74 11 \u6708\uff0c\u4e00\u4f4d AI \u7814\u7a76\u8005\uff08\u963f\u535c\u675c\u62c9\u56fd\u738b\u79d1\u6280\u5927\u5b66\u535a\u58eb\uff0c\u5f00\u6e90\u9879\u76ee Camel-AI.org\u3001DeepGCNs.org \u7684\u53d1\u8d77\u4eba\u674e\u56fd\u8c6a\uff09\u53d1\u5e16\u79f0\uff0c\u7531\u4e8e AutoGen \u4e0e\u4ed6\u4eec\u7684\u8bba\u6587 CAMEL \u9ad8\u5ea6\u76f8\u4f3c\uff0c\u4ed6\u4eec\u6bcf\u6b21\u51fa\u5e2d\u6d3b\u52a8\u7684\u65f6\u5019\u90fd\u4f1a\u88ab\u95ee\uff0c\u4e8c\u8005\u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/p>\n

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\u5bf9\u6b64\uff0c\u674e\u56fd\u8c6a\u8868\u793a\u975e\u5e38\u65e0\u5948\uff0c\u56e0\u4e3a\u4ed6\u4eec\u7684\u8bba\u6587\u53d1\u5e03\u5728 arXiv \u4e0a\u7684\u65f6\u95f4\u8981\u660e\u663e\u65e9\u4e8e AutoGen\uff0c\u5982\u4eca\u5374\u88ab\u5f53\u6210\u4e86 AutoGen \u7684\u6a21\u4eff\u8005\uff08CAMEL \u53d1\u5e03\u4e8e 2023 \u5e74 3 \u6708\uff1bAutoGen \u53d1\u5e03\u4e8e 2023 \u5e74 8 \u6708\uff09\u3002<\/p>\n

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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2303.17760<\/sup><\/em><\/p>\n

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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2308.08155<\/sup><\/em><\/p>\n

\u6839\u636e\u674e\u56fd\u8c6a\u7684\u8bf4\u6cd5\uff0c\u4e8c\u8005\u5728\u65b9\u6cd5\u8bba\u4e0a\u5b58\u5728\u4ee5\u4e0b\u76f8\u4f3c\u4e4b\u5904\uff1a<\/p>\n

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\u751a\u81f3\u7528\u5230\u7684\u4f8b\u5b50\u4e5f\u6709\u70b9\u76f8\u4f3c\uff1a \u00a0\u00a0<\/p>\n

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\u4f5c\u4e3a\u540e\u6765\u8005\uff0cAutoGen \u786e\u5b9e\u5728\u8bba\u6587\u4e2d\u63d0\u5230\u8fc7 CAMEL\uff0c\u5e76\u6307\u51fa\u4e86 CAMEL \u4e0e AutoGen \u4e4b\u95f4\u7684\u4e00\u4e9b\u5dee\u5f02\u3002\u4f46\u8fd9\u4e9b\u5185\u5bb9\u51fa\u73b0\u7684\u4f4d\u7f6e\u4ee4\u4eba\u8d39\u89e3 \u2014\u2014 \u5b83\u4eec\u7edf\u7edf\u51fa\u73b0\u5728\u9644\u5f55\u4e2d\u3002\u8fd9\u53ef\u80fd\u4e5f\u662f\u5bfc\u81f4\u5176\u4ed6\u7814\u7a76\u8005\u53ea\u77e5 AutoGen\uff0c\u4e0d\u77e5 CAMEL \u7684\u4e00\u5927\u539f\u56e0\u3002\u6bd5\u7adf\uff0c\u6709\u51e0\u4e2a\u4eba\u4f1a\u53bb\u4ed4\u7ec6\u770b\u9644\u5f55\u5462\uff1f<\/p>\n

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AutoGen \u8bba\u6587\u4e2d\u63d0\u53ca CAMEL \u7684\u6bb5\u843d\uff1a\u300cCAMEL\uff08Li et al., 2023b\uff09\u662f\u4e00\u4e2a\u901a\u4fe1\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u5b83\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528\u89d2\u8272\u626e\u6f14\u6765\u8ba9\u804a\u5929\u667a\u80fd\u4f53\u76f8\u4e92\u4ea4\u6d41\u4ee5\u5b8c\u6210\u4efb\u52a1\u3002CAMEL \u8fd8\u80fd\u8bb0\u5f55\u667a\u80fd\u4f53\u5bf9\u8bdd\u4ee5\u8fdb\u884c\u884c\u4e3a\u5206\u6790\u548c\u80fd\u529b\u7406\u89e3\u3002CAMEL \u4f7f\u7528\u4e86\u4e00\u79cd\u300cinception-prompting\u300d\u6280\u672f\u5b9e\u73b0\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u81ea\u4e3b\u5408\u4f5c\u3002\u4e0e AutoGen \u4e0d\u540c\u7684\u662f\uff0cCAMEL \u672c\u8eab\u4e0d\u652f\u6301\u5de5\u5177\u4f7f\u7528\uff08\u5982\u4ee3\u7801\u6267\u884c\uff09\u3002\u5c3d\u7ba1 CAMEL \u88ab\u63d0\u8bae\u4f5c\u4e3a\u591a\u667a\u80fd\u4f53\u5bf9\u8bdd\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4f46\u5b83\u53ea\u652f\u6301\u9759\u6001\u5bf9\u8bdd\u6a21\u5f0f\uff0c\u800c AutoGen \u8fd8\u652f\u6301\u52a8\u6001\u5bf9\u8bdd\u6a21\u5f0f\u3002\u300d<\/section>\n<\/section>\n<\/blockquote>\n

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\u8868 1 \u4e3a AutoGen \u4e0e\u5176\u4ed6\u76f8\u5173\u591a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u5dee\u5f02\u603b\u7ed3\uff0c\u4ece\u56db\u4e2a\u6307\u6807\u7740\u624b\u5224\u65ad\uff1a\u4e00\u662f\u57fa\u7840\u7ed3\u6784\uff0c\u5373\u7cfb\u7edf\u662f\u5426\u8bbe\u8ba1\u4e3a\u6784\u5efa LLM \u5e94\u7528\u7a0b\u5e8f\u7684\u901a\u7528\u57fa\u7840\u7ed3\u6784\uff1b\u4e8c\u662f\u5bf9\u8bdd\u6a21\u5f0f\uff0c\u5373\u7cfb\u7edf\u652f\u6301\u7684\u6a21\u5f0f\u7c7b\u578b\u3002\u5728\u300c\u9759\u6001\u300d\u6a21\u5f0f\u4e0b\uff0c\u65e0\u8bba\u8f93\u5165\u5982\u4f55\uff0c\u667a\u80fd\u4f53\u62d3\u6251\u7ed3\u6784\u90fd\u4fdd\u6301\u4e0d\u53d8\u3002AutoGen \u5141\u8bb8\u7075\u6d3b\u7684\u5bf9\u8bdd\u6a21\u5f0f\uff0c\u5305\u62ec\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u5e94\u7528\u7a0b\u5e8f\u9700\u6c42\u5b9a\u5236\u7684\u9759\u6001\u548c\u52a8\u6001\u6a21\u5f0f\u3002\u4e09\u662f\u53ef\u6267\u884c\uff0c\u5373\u7cfb\u7edf\u662f\u5426\u53ef\u4ee5\u6267\u884c LLM \u751f\u6210\u7684\u4ee3\u7801\uff1b\u56db\u662f\u4eba\u5de5\u53c2\u4e0e\uff0c\u7cfb\u7edf\u662f\u5426\uff08\u4ee5\u53ca\u5982\u4f55\uff09\u5141\u8bb8\u4eba\u5de5\u53c2\u4e0e\u6267\u884c\u8fc7\u7a0b\u3002AutoGen \u5141\u8bb8\u4eba\u5de5\u7075\u6d3b\u5730\u53c2\u4e0e\u591a\u667a\u80fd\u4f53\u5bf9\u8bdd\uff0c\u5e76\u5141\u8bb8\u4eba\u5de5\u9009\u62e9\u8df3\u8fc7\u63d0\u4f9b\u8f93\u5165\u3002<\/sup><\/em><\/p>\n

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AutoGen \u8bba\u6587\u4e2d\u63d0\u53ca CAMEL \u7684\u6bb5\u843d\uff1a\u300cAutoGen \u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u80fd\u529b\u8d85\u5f3a\u7684\u667a\u80fd\u4f53\uff0c\u5145\u5206\u5229\u7528 LLM\u3001\u5de5\u5177\u548c\u4eba\u7c7b\u7684\u4f18\u52bf\u3002\u521b\u5efa\u8fd9\u6837\u7684\u667a\u80fd\u4f53\u5bf9\u4e8e\u786e\u4fdd\u591a\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u80fd\u591f\u6709\u6548\u5730\u6392\u9664\u6545\u969c\u5e76\u5728\u4efb\u52a1\u4e2d\u53d6\u5f97\u8fdb\u5c55\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u53e6\u4e00\u4e2a\u591a\u667a\u80fd\u4f53 LLM \u7cfb\u7edf CAMEL \u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u65e0\u6cd5\u6709\u6548\u89e3\u51b3\u95ee\u9898\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u5b83\u7f3a\u4e4f\u6267\u884c\u5de5\u5177\u6216\u4ee3\u7801\u7684\u80fd\u529b\u3002\u8fd9\u4e00\u5931\u8d25\u8868\u660e\uff0c\u4ec5\u6709\u7b80\u5355\u89d2\u8272\u626e\u6f14\u7684 LLM \u548c\u591a\u667a\u80fd\u4f53\u5bf9\u8bdd\u662f\u4e0d\u591f\u7684\uff0c\u8fd8\u5fc5\u987b\u6709\u5177\u5907\u5404\u79cd\u6280\u80fd\u7684\u9ad8\u7ea7\u80fd\u529b\u667a\u80fd\u4f53\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u5f00\u5c55\u66f4\u7cfb\u7edf\u7684\u5de5\u4f5c\uff0c\u5236\u5b9a\u9488\u5bf9\u7279\u5b9a\u5e94\u7528\u7684\u667a\u80fd\u4f53\u6307\u5357\uff0c\u521b\u5efa\u5927\u578b OSS \u77e5\u8bc6\u5e93<\/mark>\uff0c\u5e76\u521b\u5efa\u80fd\u591f\u53d1\u73b0\u548c\u63d0\u5347\u81ea\u8eab\u6280\u80fd\u7684\u667a\u80fd\u4f53\u662f\u5fc5\u8981\u7684\u3002<\/section>\n<\/section>\n<\/blockquote>\n

\u5728 AutoGen \u63d0\u4ea4\u7ed9 ICLR \u4e3b\u4f1a\u8bae\u5ba1\u7a3f\u671f\u95f4\uff0cCAMEL \u4e00\u4f5c\u674e\u56fd\u8c6a\u5728\u516c\u5171\u8bc4\u8bba\u533a\u6307\u51fa\u4e86\u8fd9\u4e00\u95ee\u9898\uff0c\u5e76\u5f3a\u8c03\u8fd9\u662f\u300c\u503c\u5f97\u6ce8\u610f\u7684\u9057\u6f0f\u300d\u3002<\/p>\n

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\u5728\u9488\u5bf9 AutoGen \u7684\u5ba1\u7a3f\u610f\u89c1\u4e2d\uff0cICLR \u7684\u5ba1\u7a3f\u4eba\u548c\u9886\u57df\u4e3b\u5e2d\u4e5f\u6307\u51fa\u4e86\u8fd9\u79cd\u505a\u6cd5\u7684\u4e0d\u59a5\u4e4b\u5904\u3002<\/p>\n

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\u5176\u4e2d\uff0c\u9886\u57df\u4e3b\u5e2d\u5199\u9053\uff0c\u300c\u4f5c\u8005\u786e\u5b9e\u5728\u9644\u5f55\u4e2d\u8ba8\u8bba\u4e86\u8fd9\u4e00\u5de5\u4f5c\uff0c\u4f46\u8fd9\u79cd\u505a\u6cd5\u662f\u4e0d\u53ef\u53d6\u7684\uff0c\u56e0\u4e3a\u8865\u5145\u6750\u6599\u7684\u5ba1\u6838\u7ea7\u522b\u4e0e\u8bba\u6587\u7684\u5ba1\u6838\u7ea7\u522b\u4e0d\u540c\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u8fd9\u4f3c\u4e4e\u5141\u8bb8\u4f5c\u8005\u8bf4\u4ed6\u4eec\u5f15\u7528\u548c\u8ba8\u8bba\u4e86\u8bba\u6587\uff0c\u4f46\u5b9e\u9645\u4e0a\u5e76\u6ca1\u6709\u5728 99% \u7684\u4eba\u53ef\u80fd\u9605\u8bfb\u7684\u8bba\u6587\u90e8\u5206\u8fdb\u884c\u5f15\u7528\u548c\u8ba8\u8bba\u3002\u6211\u8ba4\u4e3a\u8fd9\u79cd\u505a\u6cd5\u4ee4\u4eba\u62c5\u5fe7\u3002\u300d<\/p>\n

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\u90a3 AutoGen \u7684\u4f5c\u8005\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a\u5462\uff1f\u4ed6\u4eec\u56de\u590d\u8bf4\uff1a\u5728\u4ed6\u4eec\u5c06\u8bba\u6587\u63d0\u4ea4\u7ed9 ICLR 2024 \u65f6\uff0cCAMEL \u7b49\u8bba\u6587\u5c1a\u672a\u5728\u540c\u884c\u8bc4\u5ba1\u4f1a\u8bae \/ \u671f\u520a\u4e0a\u53d1\u8868\u3002\u6839\u636e ICLR 2024 \u5ba1\u7a3f\u4eba\u6307\u5357\uff0c\u4ed6\u4eec\u6ca1\u6709\u4e49\u52a1\u5f15\u7528\u8fd9\u7bc7\u8bba\u6587\u6216\u4e0e\u4e4b\u6bd4\u8f83\uff08CAMEL \u4e8e 2023 \u5e74 9 \u6708\u88ab NeurIPS 2023 \u5f55\u7528\uff1bICLR 2024 \u5ba1\u7a3f\u4eba\u6307\u5357\u89c4\u5b9a\uff0c\u5728 2023 \u5e74 5 \u6708 28 \u65e5\u4e4b\u540e\u53d1\u8868\u7684\u8bba\u6587\u4e0d\u9700\u8981\u5f15\u7528\uff09\u3002<\/p>\n

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\u540c\u65f6\uff0c\u4ed6\u4eec\u5217\u51fa\u4e86\u8bba\u6587\u4e2d\u6d89\u53ca CAMEL \u7684\u90e8\u5206\uff1a<\/p>\n

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