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data-id=\"ld70c578-PQdZE3Ps\">\u300cgenerate_query\u300d\u51fd\u6570\u63a5\u6536\u4efb\u52a1\u7684\u5f53\u524d\u5386\u53f2\u8bb0\u5f55\u548c\u6700\u65b0\u7684\u5de5\u5177\u8f93\u51fa\uff0c\u751f\u6210\u4e00\u4e2a\u67e5\u8be2\uff0c\u7136\u540e\u8f93\u5165\u5230\u54cd\u5e94\u751f\u6210\u5668\u4e2d\u3002\u6bcf\u4e00\u6b65\u4e2d\u7684\u5de5\u5177\u8f93\u51fa\u90fd\u4f1a\u6dfb\u52a0\u5230\u4efb\u52a1\u7684\u5386\u53f2\u8bb0\u5f55\u91cc\u3002<\/li>\n<\/ol>\n<p>\u901a\u5e38\uff0c\u7528\u4e8e\u6539\u5584\u6a21\u578b\u6027\u80fd\u7684\u6280\u672f\u53ef\u7528\u6765\u589e\u5f3a\u6a21\u578b\u7684\u89c4\u5212\u80fd\u529b\u3002<\/p>\n<p><strong>\u51fd\u6570\u8c03\u7528<\/strong><\/p>\n<p>\u8bb8\u591a\u6a21\u578b\u4f9b\u5e94\u5546\u4e3a\u5176\u6a21\u578b\u63d0\u4f9b\u5de5\u5177\u4f7f\u7528\u529f\u80fd\uff0c\u5b9e\u9645\u4e0a\u662f\u5c06\u6a21\u578b\u8f6c\u53d8\u4e3a\u667a\u80fd\u4f53\u3002<\/p>\n<p>\u5de5\u5177\u672c\u8d28\u4e0a\u662f\u51fd\u6570\uff0c\u56e0\u6b64\u8c03\u7528\u5de5\u5177\u901a\u5e38\u4e5f\u88ab\u79f0\u4e3a\u51fd\u6570\u8c03\u7528\u3002\u4e00\u822c\u800c\u8a00\uff0c\u51fd\u6570\u8c03\u7528\u7684\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<ol 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decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202501\/23\/343ea865835d3216cba633b77bfa43ecb43982.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u7684\u63a7\u5236\u6d41\u6761\u4ef6\u8f83\u4e3a\u7cbe\u786e\u3002\u4f46\u5bf9\u4e8e\u7531AI\u9a71\u52a8\u7684\u667a\u80fd\u4f53\uff0c\u5176\u63a7\u5236\u6d41\u7531AI\u6a21\u578b\u51b3\u5b9a\uff0c\u4e0d\u4ec5\u751f\u6210\u7684\u96be\u5ea6\u66f4\u5927\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u6307\u4ee4\u7684\u96be\u5ea6\u4e5f\u66f4\u9ad8\u3002<\/p>\n<p>\u5728\u8bc4\u4f30\u667a\u80fd\u4f53\u6846\u67b6\u65f6\uff0c\u9700\u8981\u5173\u6ce8\u5b83\u6240\u652f\u6301\u7684\u7c7b\u578b\u3002\u4f8b\u5982\uff0c\u82e5\u7cfb\u7edf\u9700\u8981\u540c\u65f6\u6d4f\u89c8\u5341\u4e2a\u7f51\u7ad9\uff0c\u6b64\u64cd\u4f5c\u80fd\u5426\u8fbe\u6210\u5462\uff1f\u5e76\u884c\u64cd\u4f5c\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u7528\u6237\u6240\u611f\u53d7\u5230\u7684\u5ef6\u8fdf\u3002<\/p>\n<h4>\u53cd\u601d\u4e0e\u7ea0\u9519<\/h4>\n<p>\u518d\u597d\u7684\u8ba1\u5212\uff0c\u4e5f\u9700\u8981\u4e0d\u65ad\u8bc4\u4f30\u548c\u8c03\u6574\uff0c\u4ee5\u6700\u5927\u7a0b\u5ea6\u63d0\u5347\u6210\u529f\u7684\u6982\u7387\u3002\u5bf9\u4e8e\u667a\u80fd\u4f53\u7684\u8fd0\u884c\uff0c\u53cd\u601d\u867d\u4e0d\u662f\u5fc5\u9700\u7684\uff0c\u4f46\u5374\u662f\u5176\u6210\u529f\u7684\u5173\u952e\u56e0\u7d20\u3002<\/p>\n<p>\u5728\u4efb\u52a1\u6267\u884c\u8fc7\u7a0b\u4e2d\uff0c\u4ee5\u4e0b\u73af\u8282\u8fdb\u884c\u53cd\u601d\u4f1a\u5f88\u6709\u5e2e\u52a9\uff1a<\/p>\n<ul data-id=\"ua73dd4b-af236f28\">\n<li data-id=\"ld70c578-EBNLAHtb\">\u6536\u5230\u7528\u6237\u67e5\u8be2\u65f6\uff0c\u8bc4\u4f30\u8bf7\u6c42\u662f\u5426\u53ef\u884c\u3002<\/li>\n<li data-id=\"ld70c578-sgDUXO9f\">\u521d\u6b65\u751f\u6210\u8ba1\u5212\u540e\uff0c\u8003\u91cf\u8be5\u8ba1\u5212\u662f\u5426\u5408\u7406\u3002<\/li>\n<li data-id=\"ld70c578-rs0dAqqb\">\u6bcf\u5b8c\u6210\u4e00\u4e2a\u6267\u884c\u6b65\u9aa4\uff0c\u68c0\u67e5\u6267\u884c\u65b9\u5411\u662f\u5426\u6b63\u786e\u3002<\/li>\n<li data-id=\"ld70c578-Y9mQdXjf\">\u6574\u4e2a\u8ba1\u5212\u6267\u884c\u5b8c\u6bd5\u540e\uff0c\u786e\u8ba4\u4efb\u52a1\u662f\u5426\u5b8c\u6210\u3002<\/li>\n<\/ul>\n<p>\u53cd\u601d\u548c\u7ea0\u9519\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u673a\u5236\uff0c\u4e8c\u8005\u76f8\u8f85\u76f8\u6210\u3002\u53cd\u601d\u53ef\u63d0\u4f9b\u89c1\u89e3\uff0c\u6709\u52a9\u4e8e\u627e\u51fa\u9700\u7ea0\u6b63\u7684\u9519\u8bef\u3002\u53cd\u601d\u6709\u4e24\u79cd\u5b9e\u73b0\u65b9\u5f0f\uff1a\u53ef\u7531\u4f7f\u7528\u81ea\u6211\u6279\u8bc4\u63d0\u793a\u7684\u540c\u4e00\u667a\u80fd\u4f53\u5b8c\u6210\uff0c\u4e5f\u53ef\u901a\u8fc7\u72ec\u7acb\u7ec4\u4ef6\uff08\u5982\u4e13\u95e8\u7684\u8bc4\u5206\u5668\u6a21\u578b\uff09\u6765\u5b9e\u73b0\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u6700\u521d\u7531ReAct\u63d0\u51fa\uff0c\u5982\u4eca\u5df2\u6210\u4e3a\u667a\u80fd\u4f53\u4e2d\u7684\u5e38\u89c1\u6a21\u5f0f\u3002\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\uff0c\u667a\u80fd\u4f53\u90fd\u8981\u89e3\u91ca\u5176\u601d\u7ef4\u8fc7\u7a0b\uff08\u5373\u505a\u8ba1\u5212\uff09\uff0c\u968f\u540e\u91c7\u53d6\u884c\u52a8\uff0c\u518d\u5206\u6790\u884c\u52a8\u4ea7\u751f\u7684\u7ed3\u679c\uff08\u5373\u53cd\u601d\uff09\uff0c\u5982\u6b64\u5faa\u73af\uff0c\u76f4\u81f3\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n<p>\u5728\u591a\u667a\u80fd\u4f53\u73af\u5883\u4e0b\uff0c\u53ef\u5b9e\u73b0\u53cd\u601d\u673a\u5236\uff1a\u4e00\u4e2a\u667a\u80fd\u4f53\u8d1f\u8d23\u89c4\u5212\u5e76\u6267\u884c\u52a8\u4f5c\uff0c\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u5728\u6bcf\u4e00\u6b65\u6216\u51e0\u6b65\u540e\u8bc4\u4f30\u7ed3\u679c\u3002\u82e5\u8be5\u667a\u80fd\u4f53\u7684\u54cd\u5e94\u672a\u80fd\u5b8c\u6210\u4efb\u52a1\uff0c\u53ef\u5f15\u5bfc\u5176\u53cd\u601d\u5931\u8d25\u7684\u539f\u56e0\u53ca\u6539\u8fdb\u65b9\u6cd5\u3002\u57fa\u4e8e\u8fd9\u4e9b\u53cd\u601d\uff0c\u667a\u80fd\u4f53\u80fd\u751f\u6210\u65b0\u7684\u8ba1\u5212\u3002<\/p>\n<p>\u8fd9\u662fReflexion\uff08Shinn \u7b49\u4eba\uff0c2023\u5e74\uff09\u6240\u91c7\u7528\u7684\u65b9\u6cd5\u3002\u5728\u8be5\u6846\u67b6\u4e2d\uff0c\u53cd\u601d\u8fc7\u7a0b\u88ab\u62c6\u5206\u4e3a\u4e24\u4e2a\u6a21\u5757\uff1a\u8bc4\u4f30\u7ed3\u679c\u7684\u8bc4\u4f30\u6a21\u5757\u548c\u5206\u6790\u95ee\u9898\u6240\u5728\u7684\u81ea\u6211\u53cd\u601d\u6a21\u5757\u3002\u56fe\u4e2d\u5c55\u793a\u4e86Reflexion\u667a\u80fd\u4f53\u7684\u5b9e\u9645\u5e94\u7528\u793a\u4f8b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202501\/23\/3524e03666c6c8098757264a1e42199adbe69a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u76f8\u6bd4\u751f\u6210\u8ba1\u5212\uff0c\u53cd\u601d\u7684\u5b9e\u73b0\u76f8\u5bf9\u5bb9\u6613\uff0c\u4e14\u80fd\u5e26\u6765\u610f\u5916\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p>\u7136\u800c\uff0c\u6b64\u65b9\u6cd5\u5b58\u5728\u5ef6\u8fdf\u548c\u6210\u672c\u95ee\u9898\u3002\u601d\u8003\u3001\u89c2\u5bdf\uff0c\u6709\u65f6\u751a\u81f3\u662f\u5177\u4f53\u884c\u52a8\u7684\u751f\u6210\uff0c\u90fd\u53ef\u80fd\u9700\u8981\u5927\u91cf\u7684tokens\uff0c\u8fd9\u65e2\u4f1a\u589e\u52a0\u6210\u672c\uff0c\u53c8\u4f1a\u8ba9\u7528\u6237\u660e\u663e\u611f\u53d7\u5230\u5ef6\u8fdf\uff0c\u5c24\u5176\u5bf9\u4e8e\u6709\u8bb8\u591a\u4e2d\u95f4\u6b65\u9aa4\u7684\u4efb\u52a1\u3002<\/p>\n<h3>\u5de5\u5177\u9009\u62e9\u7b56\u7565<\/h3>\n<p>\u5de5\u5177\u5bf9\u4e8e\u4efb\u52a1\u7684\u6210\u529f\u901a\u5e38\u81f3\u5173\u91cd\u8981\uff0c\u6240\u4ee5\u5728\u9009\u62e9\u5de5\u5177\u65f6\u5fc5\u987b\u8c28\u614e\u3002\u4e3a\u667a\u80fd\u4f53\u6311\u9009\u5de5\u5177\uff0c\u9700\u8981\u8003\u8651\u4efb\u52a1\u3001\u6240\u5904\u73af\u5883\u4ee5\u53ca\u9a71\u52a8\u5b83\u7684AI\u6a21\u578b\u3002\u76ee\u524d\uff0c\u5c1a\u65e0\u4e00\u79cd\u7edd\u5bf9\u53ef\u9760\u7684\u65b9\u6cd5\u80fd\u591f\u786e\u4fdd\u9009\u51fa\u6700\u4f73\u7684\u5de5\u5177\u7ec4\u5408\u3002<\/p>\n<p>\u5de5\u5177\u6570\u91cf\u7684\u589e\u52a0\u4f1a\u4f7f\u667a\u80fd\u4f53\u7684\u80fd\u529b\u589e\u5f3a\uff0c\u4f46\u8981\u9ad8\u6548\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u4e5f\u4f1a\u53d8\u5f97\u66f4\u52a0\u56f0\u96be\uff0c\u8fd9\u4e0e\u4eba\u7c7b\u638c\u63e1\u5927\u91cf\u5de5\u5177\u65f6\u6240\u9762\u4e34\u7684\u56f0\u96be\u60c5\u51b5\u7c7b\u4f3c\u3002<\/p>\n<p>\u548c\u6784\u5efa AI \u5e94\u7528\u7a0b\u5e8f\u65f6\u7684\u8bf8\u591a\u51b3\u7b56\u4e00\u6837\uff0c\u9009\u62e9\u5de5\u5177\u9700\u8981\u8fdb\u884c\u5b9e\u9a8c\u548c\u5206\u6790\u3002\u4ee5\u4e0b\u65b9\u6cd5\u6709\u52a9\u4e8e\u4f60\u505a\u51fa\u51b3\u7b56\uff1a<\/p>\n<ul data-id=\"ua73dd4b-kd6m1MB5\">\n<li data-id=\"ld70c578-R3bUwwmE\">\u6bd4\u8f83\u667a\u80fd\u4f53\u4f7f\u7528\u4e0d\u540c\u5de5\u5177\u7ec4\u5408\u65f6\u7684\u6027\u80fd\u8868\u73b0\u3002<\/li>\n<li data-id=\"ld70c578-lvyAiR8h\">\u5f00\u5c55\u6d88\u878d\u7814\u7a76\uff0c\u89c2\u5bdf\u4ece\u5de5\u5177\u6e05\u5355\u4e2d\u79fb\u9664\u67d0\u4e00\u5de5\u5177\u540e\uff0c\u667a\u80fd\u4f53\u7684\u6027\u80fd\u4f1a\u4e0b\u964d\u591a\u5c11\u3002\u82e5\u79fb\u9664\u8be5\u5de5\u5177\u4e0d\u5f71\u54cd\u6027\u80fd\uff0c\u53ef\u5c06\u5176\u820d\u5f03\u3002<\/li>\n<li data-id=\"ld70c578-O9ipDT3a\">\u627e\u51fa\u667a\u80fd\u4f53\u7ecf\u5e38\u51fa\u9519\u7684\u5de5\u5177\u3002\u82e5\u67d0\u4e2a\u5de5\u5177\u96be\u4ee5\u88ab\u667a\u80fd\u4f53\u5b66\u4f1a\u4f7f\u7528\uff0c\u5373\u4fbf\u7ed9\u51fa\u5927\u91cf\u63d0\u793a\u6216\u8fdb\u884c\u5fae\u8c03\u4e5f\u4e0d\u8d77\u4f5c\u7528\uff0c\u5c31\u5e94\u66f4\u6362\u5de5\u5177\u3002<\/li>\n<li data-id=\"ld70c578-YOUpdDen\">\u7ed8\u5236\u5de5\u5177\u8c03\u7528\u5206\u5e03\u56fe\uff0c\u4ee5\u638c\u63e1\u5404\u5de5\u5177\u7684\u4f7f\u7528\u9891\u7387\u9ad8\u4f4e\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202501\/23\/1667eee56ec8e88d80a59183b737ce88111ad3.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5982\u56fe\u6240\u793a\uff0c\u5728Chameleon\uff08Lu et al.\uff0c2023 \u5e74\uff09\u7684\u7814\u7a76\u4e2d\uff0cGPT-4 \u548c ChatGPT \u7684\u5de5\u5177\u4f7f\u7528\u6a21\u5f0f\u5b58\u5728\u5dee\u5f02\u3002\u8be5\u7814\u7a76\u9a8c\u8bc1\u4e86\u4ee5\u4e0b\u4e24\u70b9\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"oce3d02a-jRAbZpaT\">\n<li data-id=\"ld70c578-OYOcLTX2\">\u4e0d\u540c\u4efb\u52a1\u5bf9\u5de5\u5177\u7684\u9700\u6c42\u5b58\u5728\u5dee\u5f02\u3002\u4f8b\u5982\uff0c\u79d1\u5b66\u95ee\u7b54\u4efb\u52a1ScienceQA\u5bf9\u77e5\u8bc6\u68c0\u7d22\u5de5\u5177\u7684\u4f9d\u8d56\u7a0b\u5ea6\u9ad8\u4e8e\u8868\u683c\u6570\u5b66\u95ee\u9898\u6c42\u89e3\u4efb\u52a1TabMWP\u3002<\/li>\n<li data-id=\"ld70c578-5OdauoR8\">\u4e0d\u540c\u6a21\u578b\u504f\u597d\u4f7f\u7528\u4e0d\u540c\u7684\u5de5\u5177\u3002ChatGPT\u66f4\u5e38\u4f7f\u7528\u56fe\u50cf\u63cf\u8ff0\u5de5\u5177\uff0c\u800cGPT-4\u66f4\u503e\u5411\u4e8e\u4f7f\u7528\u77e5\u8bc6\u68c0\u7d22\u5de5\u5177\u3002<\/li>\n<\/ol>\n<p>\u4eba\u7c7b\u63d0\u5347\u751f\u4ea7\u529b\u4e0d\u4ec5\u4f9d\u9760\u73b0\u6709\u7684\u5de5\u5177\uff0c\u8fd8\u4f1a\u4f7f\u7528\u7b80\u5355\u5de5\u5177\u5236\u9020\u51fa\u66f4\u5f3a\u5927\u7684\u5de5\u5177\u3002\u90a3\u4e48\uff0cAI\u80fd\u5426\u521b\u9020\u65b0\u5de5\u5177\u5462\uff1f<\/p>\n<p>Chameleon\uff08Lu et al.\uff0c2023 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