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Recombination\uff09\uff1a\u7ec4\u5408\u7ecf\u5178\u8bbe\u8ba1\uff0c\u4f18\u5316\u9876\u5c42\u67b6\u6784<\/strong><\/p>\n<p>\u8003\u8651\u5230\u667a\u80fd\u4f53\u5e7f\u9614\u7684\u8bbe\u8ba1\u7a7a\u95f4\uff0c\u4ec5\u9760\u63d0\u793a\u8bcd\uff08\u6216\u4ee3\u7801\uff09\u6539\u5199\u7684\u7b80\u5355\u7b56\u7565\u53ea\u80fd\u5728\u539f\u6709\u8bbe\u8ba1\u4e4b\u4e0a\u505a\u5fae\u5c0f\u8c03\u6574\uff0c\u96be\u4ee5\u5b9e\u73b0\u9ad8\u6548\u641c\u7d22\u3002<\/p>\n<p>\u4e3a\u6b64\uff0cAgentSquare\u5f15\u5165\u4e86LLM\u4f5c\u4e3a\u300c\u91cd\u7ec4\u63d0\u8bae\u8005\u300d \uff08Recombination proposer LLM\uff09\uff0c\u57fa\u4e8e\u5bf9\u6027\u80fd\u8bc4\u6d4b\u7ecf\u9a8c\u7684\u6df1\u5165\u5206\u6790\uff0c\u63d0\u51fa\u91cd\u7ec4\u9ad8\u6027\u80fd\u6a21\u5757\u7684\u667a\u80fd\u4f53\u8bbe\u8ba1\u65b9\u6848\uff0c\u6a21\u62df\u751f\u547d\u4f53\u91cd\u7ec4\u4f18\u79c0\u57fa\u56e0\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u6a21\u5757\u91cd\u7ec4\u529f\u80fd\u901a\u8fc7\u5bf9\u667a\u80fd\u4f53\u9876\u5c42\u67b6\u6784\u7684\u5927\u5e45\u4f18\u5316\u63a2\u7d22\uff0c\u5b9e\u73b0\u8fdc\u8d85\u5e95\u5c42\u300c\u63d0\u793a\u8bcd\u6539\u5199\u300d\u7684\u4f18\u5316\u6f14\u8fdb\u901f\u5ea6\u3002<\/p>\n<p><strong>\u6a21\u5757\u8fdb\u5316\uff08Module 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meta-prompt\uff09\u6765\u63a2\u7d22\u65b0\u7684\u6a21\u5757\u8bbe\u8ba1\uff0c\u6307\u5bfc\u667a\u80fd\u4f53\u751f\u6210\u65b0\u6a21\u5757\u7684\u8bbe\u8ba1\u65b9\u6848\u3002<\/p>\n<p>\u901a\u8fc7\u6a21\u5757\u91cd\u7ec4\u4e0e\u8fdb\u5316\uff0cAgentSquare\u5927\u5e45\u62d3\u5c55\u4e86\u8bbe\u8ba1\u7a7a\u95f4\u7684\u641c\u7d22\u8303\u56f4\uff0c\u5e76\u4e3a\u667a\u80fd\u4f53\u5f15\u5165\u4e86\u66f4\u591a\u521b\u65b0\u6027\u8bbe\u8ba1\u3002<\/p>\n<p><strong>\u4ee3\u7406\u8bc4\u6d4b\u6a21\u578b\uff08Surrogate 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Model\uff09\u6765\u9884\u6d4b\u667a\u80fd\u4f53\u6027\u80fd\u3002<\/p>\n<p>\u8fd9\u4e2a\u6a21\u578b\u901a\u8fc7\u53ec\u56de\u5e76\u5bf9\u6bd4\u76f8\u4f3c\u667a\u80fd\u4f53\u7684\u5386\u53f2\u8bc4\u6d4b\u6570\u636e\uff0c\u5feb\u901f\u9884\u6d4b\u65b0\u667a\u80fd\u4f53\u7684\u8868\u73b0\uff0c\u4ece\u800c\u7b5b\u9009\u51fa\u6027\u80fd\u8f83\u5dee\u7684\u63d0\u6848\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u4ee3\u7406\u6a21\u578b\u7684\u9884\u6d4b\u6548\u679c\u4e0e\u5b9e\u9645\u8bc4\u6d4b\u63a5\u8fd1\uff0cR-Square\u8fbe\u5230\u4e860.95\uff0c\u4e14\u5176token\u5f00\u9500\u4ec5\u4e3a\u771f\u5b9e\u8bc4\u6d4b\u76840.025%<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202411\/08\/4616cc57747e9415f363456e11b6ecebec2ec9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u56fe6 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decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202411\/08\/a90044667d06c3cd73f25686a9ce3a2532ebaa.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u88681\u00a0\u4e0e\u4eba\u5de5\u8bbe\u8ba1\u3001\u6a21\u5757\u641c\u7d22\u53ca\u63d0\u793a\u641c\u7d22\u57fa\u7ebf\u7684\u6027\u80fd\u5bf9\u6bd4<\/p>\n<p>\u6027\u80fd\u548c\u6210\u672c\u7684\u8054\u5408\u5206\u6790\u663e\u793a\uff0cAgentSquare\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u667a\u80fd\u4f53\u7684\u8868\u73b0\uff0c\u8fd8\u6709\u6548\u63a7\u5236\u4e86\u63a8\u7406\u6210\u672c\u3002\u901a\u8fc7\u8bbe\u8ba1reward\u51fd\u6570\uff08\u5982\u5c06token\u5f00\u9500\u7eb3\u5165\u641c\u7d22\u76ee\u6807\uff09\uff0cAgentSquare\u80fd\u591f\u5728\u6027\u80fd\u548c\u6210\u672c\u4e4b\u95f4\u7075\u6d3b\u6743\u8861\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202411\/08\/25780ff93706b91e9f57664709c5c6c48437b5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" 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