{"id":34587,"date":"2024-12-09T12:56:25","date_gmt":"2024-12-09T04:56:25","guid":{"rendered":"https:\/\/17aitech.com\/?p=34587"},"modified":"2024-12-09T12:56:25","modified_gmt":"2024-12-09T04:56:25","slug":"%e6%9c%89%e6%95%88%e8%af%84%e4%bc%b0agent%e5%ae%9e%e9%99%85%e8%a1%a8%e7%8e%b0%ef%bc%8c%e6%96%b0%e5%9e%8b%e5%9c%a8%e7%ba%bf%e8%af%84%e6%b5%8b%e6%a1%86%e6%9e%b6webcanvas%e6%9d%a5%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34587","title":{"rendered":"\u6709\u6548\u8bc4\u4f30Agent\u5b9e\u9645\u8868\u73b0\uff0c\u65b0\u578b\u5728\u7ebf\u8bc4\u6d4b\u6846\u67b6WebCanvas\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-17-4\" target=\"_blank\">\u6709\u6548\u8bc4\u4f30Agent\u5b9e\u9645\u8868\u73b0\uff0c\u65b0\u578b\u5728\u7ebf\u8bc4\u6d4b\u6846\u67b6WebCanvas\u6765\u4e86<\/a><\/p>\n<p><strong>\u6f58\u5955\u741b\uff1a\u6d59\u6c5f\u5927\u5b66\u7855\u58eb\u4e00\u5e74\u7ea7\u7814\u7a76\u751f\u3002\u5b54\u5fb7\u6db5\uff1a\u8de8\u8d8a\u661f\u7a7a\u79d1\u6280\u6a21\u578b\u7b97\u6cd5\u8d1f\u8d23\u4eba\u3002\u5468\u601d\u8fbe\uff1a\u5357\u660c\u5927\u5b66 2024 \u5c4a\u6bd5\u4e1a\u751f\uff0c\u5c06\u4e8e\u897f\u5b89\u7535\u5b50\u79d1\u6280\u5927\u5b66\u653b\u8bfb\u7855\u58eb\u3002\u5d14\u6210\uff1a\u6d59\u6c5f\u4e2d\u533b\u836f\u5927\u5b66 2024 \u5c4a\u6bd5\u4e1a\u751f\uff0c\u5c06\u4e8e\u82cf\u5dde\u5927\u5b66\u653b\u8bfb\u7855\u58eb\u3002<\/strong><\/p>\n<p><strong>\u6f58\u5955\u741b\u3001\u5468\u601d\u8fbe\u3001\u5d14\u6210\u4ee5\u8de8\u8d8a\u661f\u7a7a\u79d1\u6280\u7b97\u6cd5\u5b9e\u4e60\u751f\u7684\u8eab\u4efd\u5171\u540c\u5b8c\u6210\u4e86\u672c\u8bba\u6587\u7684\u7814\u7a76\u5de5\u4f5c\u3002<\/strong><\/p>\n<p>\u5728\u5f53\u4eca\u79d1\u6280\u8fc5\u901f\u53d1\u5c55\u7684\u65f6\u4ee3\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08Large Language Model\uff0cLLM\uff09\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u6539\u53d8\u7740\u6211\u4eec\u4e0e\u6570\u5b57\u4e16\u754c\u7684\u4e92\u52a8\u65b9\u5f0f\u3002\u57fa\u4e8e LLM \u7684\u667a\u80fd\u4ee3\u7406\uff08LLM Agent\uff09\uff0c\u4ece\u7b80\u5355\u7684\u4fe1\u606f\u641c\u7d22\u5230\u590d\u6742\u7684\u7f51\u9875\u64cd\u4f5c\uff0c\u5b83\u4eec\u6b63\u5728\u9010\u6b65\u878d\u5165\u6211\u4eec\u7684\u751f\u6d3b\u3002\u7136\u800c\uff0c\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u4ecd\u7136\u60ac\u800c\u672a\u51b3\uff1a<strong>\u5f53\u8fd9\u4e9b LLM Agent \u8e0f\u5165\u771f\u5b9e\u7684\u5728\u7ebf\u7f51\u7edc\u4e16\u754c\u65f6\uff0c\u5b83\u4eec\u7684\u8868\u73b0\u80fd\u5426\u5982\u9884\u671f\u822c\u6e38\u5203\u6709\u4f59\uff1f<\/strong><\/p>\n<p>\u73b0\u6709\u7684\u8bc4\u6d4b\u65b9\u6cd5\u5927\u591a\u505c\u7559\u5728\u9759\u6001\u6570\u636e\u96c6\u6216\u6a21\u62df\u7f51\u7ad9\u7684\u5c42\u9762\u3002\u8fd9\u4e9b\u65b9\u6cd5\u6709\u5176\u4ef7\u503c\uff0c\u4f46\u5c40\u9650\u6027\u663e\u800c\u6613\u89c1\uff1a\u9759\u6001\u6570\u636e\u96c6\u96be\u4ee5\u6355\u6349\u7f51\u9875\u73af\u5883\u7684\u52a8\u6001\u53d8\u5316\uff0c\u5982\u754c\u9762\u66f4\u65b0\u548c\u5185\u5bb9\u8fed\u4ee3\uff1b\u800c\u6a21\u62df\u7f51\u7ad9\u5219\u7f3a\u4e4f\u771f\u5b9e\u4e16\u754c\u7684\u590d\u6742\u6027\uff0c\u672a\u80fd\u5145\u5206\u8003\u8651\u8de8\u7ad9\u64cd\u4f5c\uff0c\u4f8b\u5982\u4f7f\u7528\u641c\u7d22\u5f15\u64ce\u7b49\u64cd\u4f5c\uff0c\u8fd9\u4e9b\u56e0\u7d20\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u3002<\/p>\n<p>\u4e3a\u7834\u89e3\u8fd9\u4e00\u96be\u9898\uff0c\u4e00\u7bc7\u9898\u4e3a\u300aWebCanvas: Benchmarking Web Agents<\/p>\n<p>in Online Environments\u300b\u7684\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u5728\u7ebf\u8bc4\u6d4b\u6846\u67b6 \u2014\u2014WebCanvas\uff0c\u65e8\u5728\u4e3a Agent \u5728\u771f\u5b9e\u7f51\u7edc\u4e16\u754c\u4e2d\u7684\u8868\u73b0\u63d0\u4f9b\u4e00\u4e2a\u5168\u9762\u7684\u8bc4\u4f30\u65b9\u6cd5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ef104ae13df193d28c63d0c41b2325a0.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ef104ae13df193d28c63d0c41b2325a0.jpeg\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2406.12373<\/p>\n<\/li>\n<li>\n<p>WebCanvas \u5e73\u53f0\u94fe\u63a5\uff1ahttps:\/\/imean.ai\/web-canvas<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/iMeanAI\/WebCanvas<\/p>\n<\/li>\n<li>\n<p>\u6570\u636e\u96c6\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/datasets\/iMeanAI\/Mind2Web-Live<\/p>\n<\/li>\n<\/ul>\n<p>WebCanvas \u7684\u521b\u65b0\u70b9\u4e4b\u4e00\u5728\u4e8e\u63d0\u51fa\u4e86 \u201c\u5173\u952e\u8282\u70b9\u201d \u7684\u6982\u5ff5\u3002\u8fd9\u4e00\u6982\u5ff5\u4e0d\u4ec5\u805a\u7126\u4e8e\u4efb\u52a1\u7684\u6700\u7ec8\u5b8c\u6210\u60c5\u51b5\uff0c\u8fd8\u80fd\u591f\u6df1\u5165\u81f3\u4efb\u52a1\u6267\u884c\u8fc7\u7a0b\u7684\u7ec6\u8282\uff0c\u786e\u4fdd\u8bc4\u4f30\u7684\u7cbe\u51c6\u5ea6\u3002\u901a\u8fc7\u8bc6\u522b\u5e76\u68c0\u6d4b\u4efb\u52a1\u6d41\u7a0b\u4e2d\u7684\u5173\u952e\u8282\u70b9 \u2014\u2014 \u65e0\u8bba\u662f\u5230\u8fbe\u7279\u5b9a\u7f51\u9875\uff0c\u8fd8\u662f\u6267\u884c\u7279\u5b9a\u64cd\u4f5c\uff08\u5982\u70b9\u51fb\u7279\u5b9a\u7684\u6309\u94ae\uff09\uff0cWebCanvas \u4e3a\u5728\u7ebf\u8bc4\u4f30 Agent \u63d0\u4f9b\u4e86\u4e00\u4e2a\u65b0\u7684\u89c6\u89d2\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ce9ef11d88036da04cded434fe05732a.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ce9ef11d88036da04cded434fe05732a.jpeg\"><\/a><\/p>\n<p><em>WebCanvas \u6846\u67b6\u56fe\u3002\u5de6\u4fa7\u5c55\u793a\u7684\u662f\u4efb\u52a1\u7684\u6807\u6ce8\u8fc7\u7a0b\uff0c\u53f3\u4fa7\u5c55\u793a\u7684\u662f\u4efb\u52a1\u7684\u8bc4\u4f30\u8fc7\u7a0b\u3002WebCanvas \u8003\u8651\u5230\u4e86\u5728\u7ebf\u7f51\u7edc\u4ea4\u4e92\u4e2d\u4efb\u52a1\u8def\u5f84\u7684\u975e\u552f\u4e00\u6027\uff0c\u201c\u5956\u676f\u201d \u4ee3\u8868\u6210\u529f\u5230\u8fbe\u6bcf\u4e2a\u5173\u952e\u8282\u70b9\u540e\u83b7\u5f97\u7684\u6b65\u9aa4\u5206\u6570\u3002<\/em><\/p>\n<p>\u57fa\u4e8e WebCanvas \u6846\u67b6\uff0c\u4f5c\u8005\u6784\u5efa\u4e86 Mind2Web-Live \u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b\u4ece Mind2Web \u4e2d\u968f\u673a\u6311\u9009\u51fa\u7684 542 \u4e2a\u4efb\u52a1\u3002\u672c\u6587\u4f5c\u8005\u8fd8\u4e3a\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u4efb\u52a1\u90fd\u6807\u6ce8\u4e86\u5173\u952e\u8282\u70b9\u3002\u901a\u8fc7\u4e00\u7cfb\u5217\u5b9e\u9a8c\uff0c\u6211\u4eec\u53d1\u73b0\uff0c\u5f53 Agent \u914d\u5907 Memory \u6a21\u5757\uff0c\u8f85\u4ee5 ReAct \u63a8\u7406\u6846\u67b6\uff0c\u5e76\u642d\u8f7d GPT-4-turbo \u6a21\u578b\u540e\uff0c\u5176\u4efb\u52a1\u6210\u529f\u7387\u63d0\u5347\u81f3 23.1%\u3002\u6211\u4eec\u6df1\u4fe1\uff0c\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u6f14\u8fdb\uff0cWeb Agent \u7684\u6f5c\u529b\u4f9d\u65e7\u65e0\u9650\uff0c\u8fd9\u4e2a\u6570\u5b57\u5c06\u5f88\u5feb\u4f1a\u88ab\u7a81\u7834\u3002<\/p>\n<p><strong>\u5173\u952e\u8282\u70b9<\/strong><\/p>\n<p>\u201c\u5173\u952e\u8282\u70b9\u201d \u7684\u6982\u5ff5\u662f WebCanvas \u7684\u6838\u5fc3\u601d\u60f3\u4e4b\u4e00\u3002<strong>\u5173\u952e\u8282\u70b9\u6307\u7684\u662f\u5b8c\u6210\u7279\u5b9a\u7f51\u7edc\u4efb\u52a1\u8fc7\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u6b65\u9aa4<\/strong>\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u65e0\u8bba\u5b8c\u6210\u4efb\u52a1\u7684\u8def\u5f84\u5982\u4f55\uff0c\u8fd9\u4e9b\u6b65\u9aa4\u90fd\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u3002\u8fd9\u4e9b\u6b65\u9aa4\u6db5\u76d6\u4e86\u8bbf\u95ee\u7279\u5b9a\u7f51\u9875\u4ee5\u53ca\u5728\u9875\u9762\u4e0a\u6267\u884c\u7279\u5b9a\u64cd\u4f5c\uff0c\u5982\u586b\u5199\u8868\u5355\u6216\u70b9\u51fb\u6309\u94ae\u3002<\/p>\n<p>\u4ee5 WebCanvas \u6846\u67b6\u56fe\u7eff\u8272\u90e8\u5206\u4e3a\u4f8b\uff0c\u7528\u6237\u9700\u8981\u5728\u70c2\u756a\u8304\u7f51\u7ad9\u4e0a\u5bfb\u627e\u8bc4\u5206\u6700\u9ad8\u7684\u5373\u5c06\u4e0a\u6620\u7684\u5192\u9669\u7535\u5f71\u3002\u4ed6\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u9014\u5f84\u8fbe\u5230\u76ee\u7684\uff0c\u6bd4\u5982\u4ece\u70c2\u756a\u8304\u7684\u9996\u9875\u5f00\u59cb\u63a2\u7d22\uff0c\u6216\u8005\u76f4\u63a5\u901a\u8fc7\u641c\u7d22\u5f15\u64ce\u5b9a\u4f4d\u7f6e \u201c\u5373\u5c06\u4e0a\u6620\u7684\u7535\u5f71\u201d \u9875\u9762\u3002\u5728\u7b5b\u9009\u5f71\u7247\u7684\u8fc7\u7a0b\u4e2d\uff0c\u7528\u6237\u53ef\u80fd\u5148\u9009\u62e9 \u201c\u5192\u9669\u201d \u7c7b\u578b\uff0c\u518d\u6839\u636e\u53d7\u6b22\u8fce\u7a0b\u5ea6\u6392\u5e8f\uff0c\u6216\u8005\u53cd\u4e4b\u4ea6\u7136\u3002\u867d\u7136\u5b58\u5728\u591a\u6761\u5b9e\u73b0\u76ee\u6807\u7684\u8def\u5f84\uff0c\u4f46\u8fdb\u5165\u7279\u5b9a\u9875\u9762\u5e76\u8fdb\u884c\u7b5b\u9009\u662f\u5b8c\u6210\u4efb\u52a1\u4e0d\u53ef\u6216\u7f3a\u7684\u6b65\u9aa4\u3002\u56e0\u6b64\uff0c\u8fd9\u4e09\u4e2a\u64cd\u4f5c\u88ab\u5b9a\u4e49\u4e3a\u8be5\u4efb\u52a1\u7684\u5173\u952e\u8282\u70b9\u3002<\/p>\n<p><strong>\u8bc4\u4f30\u6307\u6807<\/strong><\/p>\n<p>WebCanvas \u7684\u8bc4\u4f30\u4f53\u7cfb\u5206\u4e3a\u4e24\u5927\u90e8\u5206\uff1a\u6b65\u9aa4\u5f97\u5206\u548c\u4efb\u52a1\u5f97\u5206\uff0c\u4e24\u8005\u5171\u540c\u6784\u8bc4\u4f30 WebAgent \u7efc\u5408\u80fd\u529b\u3002<\/p>\n<ul>\n<li>\n<p>\u6b65\u9aa4\u5f97\u5206\uff1a\u8861\u91cf Agent \u5728\u5173\u952e\u8282\u70b9\u4e0a\u7684\u8868\u73b0\uff0c\u6bcf\u4e2a\u5173\u952e\u8282\u70b9\u90fd\u4e0e\u4e00\u4e2a\u8bc4\u4f30\u51fd\u6570\u76f8\u5173\u8054\uff0c\u901a\u8fc7\u4e09\u79cd\u8bc4\u4f30\u76ee\u6807\uff08URL\u3001\u5143\u7d20\u8def\u5f84\u3001\u5143\u7d20\u503c\uff09\u548c\u4e09\u79cd\u5339\u914d\u51fd\u6570\uff08\u7cbe\u786e\u3001\u5305\u542b\u3001\u8bed\u4e49\uff09\u6765\u5b9e\u73b0\u3002\u6bcf\u5230\u8fbe\u4e00\u4e2a\u5173\u952e\u8282\u70b9\u5e76\u901a\u8fc7\u8bc4\u4f30\u51fd\u6570\uff0cAgent \u5c31\u80fd\u83b7\u5f97\u76f8\u5e94\u7684\u5206\u6570\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b9d068829810f5e2e60ded0f46350442.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b9d068829810f5e2e60ded0f46350442.jpeg\"><\/a><\/p>\n<p><em>\u8bc4\u4f30\u51fd\u6570\u603b\u89c8\uff0c\u5176\u4e2d E \u4ee3\u8868\u7f51\u9875\u5143\u7d20 Element<\/em><\/p>\n<ul>\n<li>\n<p>\u4efb\u52a1\u5f97\u5206\uff1a\u5206\u4e3a\u4efb\u52a1\u5b8c\u6210\u5f97\u5206\u548c\u6548\u7387\u5f97\u5206\u3002\u4efb\u52a1\u5b8c\u6210\u5f97\u5206\u53cd\u6620 Agent \u662f\u5426\u6210\u529f\u62ff\u5230\u4e86\u6b64\u4efb\u52a1\u6240\u6709\u7684\u6b65\u9aa4\u5f97\u5206\u3002\u800c\u6548\u7387\u5f97\u5206\u5219\u8003\u91cf\u4e86\u4efb\u52a1\u6267\u884c\u7684\u8d44\u6e90\u5229\u7528\u7387\uff0c\u8ba1\u7b97\u65b9\u6cd5\u4e3a\u6bcf\u4e2a\u6b65\u9aa4\u5f97\u5206\u6240\u9700\u7684\u5e73\u5747\u6b65\u9aa4\u6570\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>Mind2Web-Live \u6570\u636e\u96c6<\/strong><\/p>\n<p>\u4f5c\u8005\u4ece Mind2Web \u8bad\u7ec3\u96c6\u4e2d\u968f\u673a\u62bd\u53d6\u4e86 601 \u4e2a\u4e0e\u65f6\u95f4\u65e0\u5173\u7684\u4efb\u52a1\uff0c\u4ee5\u53ca\u6d4b\u8bd5\u96c6 Cross-task \u5b50\u96c6\u4e2d\u7684 179 \u4e2a\u540c\u6837\u4e0e\u65f6\u95f4\u65e0\u5173\u7684\u4efb\u52a1\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u4efb\u52a1\u5728\u771f\u5b9e\u5728\u7ebf\u73af\u5883\u4e2d\u8fdb\u884c\u6807\u6ce8\u3002\u6700\u7ec8\uff0c\u4f5c\u8005\u6784\u5efa\u4e86<strong>\u7531 542 \u4e2a\u4efb\u52a1\u7ec4\u6210\u7684 Mind2Web-Live \u6570\u636e\u96c6<\/strong>\uff0c \u5176\u4e2d\u5305\u542b\u4e86 438 \u4e2a\u8bad\u7ec3\u6837\u672c\u548c 104 \u4e2a\u7528\u4e8e\u6d4b\u8bd5\u7684\u6837\u672c\u3002\u4e0b\u56fe\u76f4\u89c2\u5730\u5c55\u793a\u4e86\u6807\u6ce8\u7ed3\u679c\u548c\u8bc4\u4f30\u51fd\u6570\u7684\u5206\u5e03\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b7ff3db2b1925e6f9405c78b6671cc93.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b7ff3db2b1925e6f9405c78b6671cc93.jpeg\"><\/a><\/p>\n<p><strong>\u6570\u636e\u6807\u6ce8\u5de5\u5177<\/strong><\/p>\n<p>\u6570\u636e\u6807\u6ce8\u8fc7\u7a0b\u4e2d\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86\u8de8\u8d8a\u661f\u7a7a\u79d1\u6280\u5f00\u53d1\u7684 iMean Builder \u6d4f\u89c8\u5668\u63d2\u4ef6\u3002\u8be5\u63d2\u4ef6\u80fd\u591f\u8bb0\u5f55\u7528\u6237\u6d4f\u89c8\u5668\u4ea4\u4e92\u884c\u4e3a\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u70b9\u51fb\u3001\u6587\u672c\u8f93\u5165\u3001\u60ac\u6d6e\u3001\u62d6\u62fd\u7b49\u52a8\u4f5c\uff0c\u540c\u65f6\u8bb0\u5f55\u64cd\u4f5c\u7684\u5177\u4f53\u7c7b\u578b\u3001\u6267\u884c\u53c2\u6570\u3001\u76ee\u6807\u5143\u7d20\u7684 Selector \u8def\u5f84\uff0c\u4ee5\u53ca\u5143\u7d20\u5185\u5bb9\u548c\u9875\u9762\u5750\u6807\u4f4d\u7f6e\u3002\u6b64\u5916\uff0ciMean Builder \u8fd8\u4e3a\u6bcf\u4e00\u6b65\u64cd\u4f5c\u751f\u6210\u7f51\u9875\u622a\u56fe\uff0c\u4e3a\u9a8c\u8bc1\u548c\u7ef4\u62a4\u5de5\u4f5c\u6d41\u7a0b\u63d0\u4f9b\u4e86\u76f4\u89c2\u7684\u5c55\u793a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5bf5e89765e69175d6a3ce61ffc4dda7.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5bf5e89765e69175d6a3ce61ffc4dda7.jpeg\"><\/a><\/p>\n<p><em>\u793a\u4f8b\uff1a\u4f7f\u7528 iMean Builder \u63d2\u4ef6\u6ce8\u91ca\u4e24\u4e2a\u4e0d\u540c\u7684\u4efb\u52a1\u3002(A) \u5728 Yelp \u4e0a\u67e5\u627e\u52a0\u5dde\u63d0\u4f9b\u514d\u8d39 Wi-Fi \u7684\u8c6a\u534e\u8f7f\u8f66\u505c\u8f66\u573a\uff0c(B) \u5728 Steam \u4e0a\u67e5\u627e Dota 2 \u6e38\u620f\u5e76\u5c06\u6240\u6709 DLC \u6dfb\u52a0\u5230\u8d2d\u7269\u8f66\u4e2d<\/em><\/p>\n<p><strong>\u6570\u636e\u7ef4\u62a4<\/strong><\/p>\n<p>\u7f51\u7edc\u73af\u5883\u77ac\u606f\u4e07\u53d8\uff0c\u7f51\u7ad9\u5185\u5bb9\u7684\u66f4\u65b0\u3001\u7528\u6237\u754c\u9762\u7684\u8c03\u6574\u4e43\u81f3\u7ad9\u70b9\u7684\u5173\u95ed\u90fd\u662f\u4e0d\u53ef\u907f\u514d\u7684\u5e38\u6001\u3002\u8fd9\u4e9b\u53d8\u5316\u53ef\u80fd\u5bfc\u81f4\u5148\u524d\u5b9a\u4e49\u7684\u4efb\u52a1\u6216\u5173\u952e\u8282\u70b9\u5931\u53bb\u65f6\u6548\u6027\uff0c\u4ece\u800c\u5f71\u54cd\u8bc4\u6d4b\u7684\u6709\u6548\u6027\u548c\u516c\u5e73\u6027\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e00\u5957\u6570\u636e\u7ef4\u62a4\u65b9\u6848\uff0c\u65e8\u5728\u786e\u4fdd\u8bc4\u6d4b\u96c6\u7684\u6301\u7eed\u76f8\u5173\u6027\u548c\u51c6\u786e\u6027\u3002\u5728\u6570\u636e\u6536\u96c6\u9636\u6bb5\uff0c\u9664\u4e86\u6807\u6ce8\u5173\u952e\u8282\u70b9\u5916\uff0ciMean Builder \u63d2\u4ef6\u8fd8\u80fd\u591f\u8be6\u7ec6\u8bb0\u5f55\u6bcf\u4e00\u6b65\u5de5\u4f5c\u6d41\u6267\u884c\u7684\u4fe1\u606f\uff0c\u5305\u62ec\u52a8\u4f5c\u7c7b\u578b\u3001Selector \u8def\u5f84\u3001\u5143\u7d20\u503c\u4ee5\u53ca\u5750\u6807\u4f4d\u7f6e\u7b49\u3002\u540e\u7eed\u4f7f\u7528 iMean Replay SDK \u7684\u5143\u7d20\u5339\u914d\u7b56\u7565\u5c31\u80fd\u91cd\u73b0\u5de5\u4f5c\u6d41\u52a8\u4f5c\uff0c\u5e76\u53ca\u65f6\u53d1\u73b0\u5e76\u62a5\u544a\u5de5\u4f5c\u6d41\u6216\u8bc4\u4f30\u51fd\u6570\u4e2d\u7684\u4efb\u4f55\u65e0\u6548\u60c5\u51b5\u3002<\/p>\n<p>\u901a\u8fc7\u6b64\u65b9\u6848\uff0c\u6211\u4eec\u6709\u6548\u89e3\u51b3\u4e86\u6d41\u7a0b\u5931\u6548\u5e26\u6765\u7684\u6311\u6218\uff0c\u786e\u4fdd\u4e86\u8bc4\u6d4b\u6570\u636e\u96c6\u80fd\u591f\u9002\u5e94\u7f51\u7edc\u4e16\u754c\u7684\u4e0d\u65ad\u6f14\u53d8\uff0c\u4e3a\u81ea\u52a8\u5316\u8bc4\u6d4b Agent \u7684\u80fd\u529b\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-52f3e86b6ab7c31156a4f3ff8f842b6d.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-52f3e86b6ab7c31156a4f3ff8f842b6d.jpeg\"><\/a><\/p>\n<p><strong>\u6570\u636e\u7ba1\u7406\u5e73\u53f0<\/strong><\/p>\n<p>\u5728 WebCanvas \u7f51\u7ad9\u4e0a\uff0c\u7528\u6237\u53ef\u4ee5\u6e05\u6670\u5730\u6d4f\u89c8\u6240\u6709\u5df2\u5f55\u5236\u7684\u4efb\u52a1\u6d41\u7a0b\u53ca\u5176\u5173\u952e\u8282\u70b9\uff0c\u4e5f\u80fd\u591f\u8fc5\u901f\u5411\u5e73\u53f0\u7ba1\u7406\u5458\u53cd\u9988\u5931\u6548\u7684\u6d41\u7a0b\uff0c\u786e\u4fdd\u6570\u636e\u7684\u65f6\u6548\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u4f5c\u8005\u9f13\u52b1\u793e\u533a\u6210\u5458\u79ef\u6781\u53c2\u4e0e\uff0c\u5171\u540c\u6784\u5efa\u4e00\u4e2a\u826f\u597d\u7684\u751f\u6001\u7cfb\u7edf\u3002\u65e0\u8bba\u662f\u7ef4\u62a4\u73b0\u6709\u6570\u636e\u7684\u5b8c\u6574\u6027\uff0c\u8fd8\u662f\u5f00\u53d1\u66f4\u5148\u8fdb\u7684 Agent \u8fdb\u884c\u6d4b\u8bd5\uff0c\u751a\u81f3\u662f\u521b\u9020\u5168\u65b0\u7684\u6570\u636e\u96c6\uff0cWebCanvas \u90fd\u6b22\u8fce\u5404\u79cd\u5f62\u5f0f\u7684\u8d21\u732e\u3002\u8fd9\u4e0d\u4ec5\u4fc3\u8fdb\u4e86\u6570\u636e\u8d28\u91cf\u7684\u63d0\u5347\uff0c\u8fd8\u9f13\u52b1\u6280\u672f\u521b\u65b0\uff0c\u80fd\u591f\u5f62\u6210\u826f\u6027\u5faa\u73af\u63a8\u52a8\u6574\u4e2a\u9886\u57df\u5411\u524d\u53d1\u5c55\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-476b8c7b0b369f53fbbc931fef8691bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-476b8c7b0b369f53fbbc931fef8691bd.png\"><\/a><\/p>\n<p><em>WebCanvas \u7f51\u7ad9\u9996\u9875<\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8694be066a563a43059f289d03028b7f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8694be066a563a43059f289d03028b7f.png\"><\/a><\/p>\n<p><em>Mind2Web-Live \u6570\u636e\u96c6\u7684\u53ef\u89c6\u5316\u5c55\u793a<\/em><\/p>\n<p><strong>\u57fa\u7840 Agent \u6846\u67b6<\/strong><\/p>\n<p>\u4f5c\u8005\u6784\u5efa\u4e86\u4e00\u4e2a\u5168\u9762\u7684 Agent \u6846\u67b6\uff0c\u65e8\u5728\u4f18\u5316 Agent \u5728\u5728\u7ebf\u7f51\u7edc\u73af\u5883\u4e0b\u7684\u4efb\u52a1\u6267\u884c\u6548\u7387\u3002\u8be5\u6846\u67b6\u4e3b\u8981\u7531\u56db\u4e2a\u5173\u952e\u7ec4\u4ef6\u7ec4\u6210\uff1a\u89c4\u5212\uff08Planning\uff09\u3001\u89c2\u5bdf\uff08Observation\uff09\u3001\u8bb0\u5fc6\uff08Memory\uff09\u4ee5\u53ca\u5956\u52b1\uff08Reward\uff09\u6a21\u5757\u3002<\/p>\n<ul>\n<li>\n<p>\u89c4\u5212\uff08Planning\uff09\uff1a\u57fa\u4e8e Accessibility Tree \u7684\u8f93\u5165\uff0cPlanning \u6a21\u5757\u8fd0\u7528 ReAct \u63a8\u7406\u6846\u67b6\u8fdb\u884c\u903b\u8f91\u63a8\u65ad\uff0c\u751f\u6210\u5177\u4f53\u7684\u64cd\u4f5c\u6307\u4ee4\u3002\u6b64\u6a21\u5757\u7684\u6838\u5fc3\u529f\u80fd\u5728\u4e8e\u6839\u636e\u5f53\u524d\u72b6\u6001\u548c\u4efb\u52a1\u76ee\u6807\uff0c\u7ed9\u51fa\u884c\u52a8\u8def\u5f84\u3002<\/p>\n<\/li>\n<li>\n<p>\u89c2\u5bdf\uff08Observation\uff09\uff1aAgent \u901a\u8fc7\u89e3\u6790\u6d4f\u89c8\u5668\u63d0\u4f9b\u7684 HTML \u6e90\u4ee3\u7801\uff0c\u5c06\u5176\u8f6c\u6362\u6210 Accessibility Tree \u7ed3\u6784\u3002\u8fd9\u4e00\u8fc7\u7a0b\u786e\u4fdd\u4e86 Agent \u80fd\u591f\u4ee5\u6807\u51c6\u5316\u683c\u5f0f\u63a5\u6536\u7f51\u9875\u4fe1\u606f\uff0c\u4fbf\u4e8e\u540e\u7eed\u5206\u6790\u548c\u51b3\u7b56\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bb0\u5fc6\uff08Memory\uff09\uff1aMemory \u6a21\u5757\u8d1f\u8d23\u5b58\u50a8 Agent \u5728\u4efb\u52a1\u6267\u884c\u8fc7\u7a0b\u4e2d\u7684\u5386\u53f2\u6570\u636e\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e Agent \u7684\u601d\u8003\u8fc7\u7a0b\u3001\u8fc7\u5f80\u7684\u51b3\u7b56\u7b49\u3002<\/p>\n<\/li>\n<li>\n<p>\u5956\u52b1\uff08Reward\uff09\uff1aReward \u6a21\u5757\u80fd\u5bf9 Agent \u7684\u884c\u4e3a\u7ed9\u4e88\u8bc4\u4ef7\uff0c\u5305\u62ec\u5bf9\u51b3\u7b56\u8d28\u91cf\u7684\u53cd\u9988\u4ee5\u53ca\u7ed9\u51fa\u4efb\u52a1\u5b8c\u6210\u4fe1\u53f7\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-74473f440cf89d58743c728343b2d094.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-74473f440cf89d58743c728343b2d094.jpeg\"><\/a><\/p>\n<p><em>\u57fa\u7840 Agent \u6846\u67b6\u793a\u610f\u56fe<\/em><\/p>\n<p><strong>\u4e3b\u8981\u5b9e\u9a8c<\/strong><\/p>\n<p>\u4f5c\u8005\u4f7f\u7528\u57fa\u7840 Agent \u6846\u67b6\u5e76\u63a5\u5165\u4e0d\u540c LLM \u8fdb\u884c\u8bc4\u4f30\uff08\u4e0d\u542b Reward 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