{"id":35102,"date":"2024-12-18T15:59:57","date_gmt":"2024-12-18T07:59:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=35102"},"modified":"2024-12-18T15:59:57","modified_gmt":"2024-12-18T07:59:57","slug":"%e5%90%8c%e6%97%b6%e6%93%8d%e6%8e%a7%e6%89%8b%e6%9c%ba%e5%92%8c%e7%94%b5%e8%84%91%ef%bc%8c100%e9%a1%b9%e4%bb%bb%e5%8a%a1%ef%bc%8c%e8%b7%a8%e7%b3%bb%e7%bb%9f%e6%99%ba%e8%83%bd%e4%bd%93%e8%af%84","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35102","title":{"rendered":"\u540c\u65f6\u64cd\u63a7\u624b\u673a\u548c\u7535\u8111\uff0c100\u9879\u4efb\u52a1\uff0c\u8de8\u7cfb\u7edf\u667a\u80fd\u4f53\u8bc4\u6d4b\u57fa\u51c6\u6709\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-14-4\" target=\"_blank\">\u540c\u65f6\u64cd\u63a7\u624b\u673a\u548c\u7535\u8111\uff0c100\u9879\u4efb\u52a1\uff0c\u8de8\u7cfb\u7edf\u667a\u80fd\u4f53\u8bc4\u6d4b\u57fa\u51c6\u6709\u4e86<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d4892bd42ad6ce40e234f4e3268f7102.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d4892bd42ad6ce40e234f4e3268f7102.png\"><\/a><\/section>\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<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\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>\u8de8\u5e73\u53f0\u7684\u591a\u6a21\u6001\u667a\u80fd\u4f53<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5 CRAB \u7531 CAMEL AI \u793e\u533a\u4e3b\u5bfc\uff0c\u7531\u6765\u81ea\u725b\u6d25\u3001\u65af\u5766\u798f\u3001\u54c8\u4f5b\u3001KAUST\u3001Eigent AI \u7b49\u673a\u6784\u7684\u7814\u7a76\u4eba\u5458\u5408\u4f5c\u5f00\u53d1\u3002CAMEL AI \u793e\u533a\u5f00\u53d1\u7684 CAMEL \u6846\u67b6\u662f\u6700\u65e9\u57fa\u4e8e\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u591a\u667a\u80fd\u4f53\u5f00\u6e90\u9879\u76ee\uff0c\u56e0\u6b64\u793e\u533a\u6210\u5458\u591a\u4e3a\u5728\u667a\u80fd\u4f53\u9886\u57df\u6709\u4e30\u5bcc\u79d1\u7814\u548c\u5b9e\u8df5\u7ecf\u9a8c\u7684\u7814\u7a76\u8005\u548c\u5de5\u7a0b\u5e08\u3002<\/strong><\/p>\n<p>AI \u667a\u80fd\u4f53\uff08Agent\uff09\u662f\u5f53\u4e0b\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u793e\u533a\u4e2d\u6700\u4e3a\u5438\u5f15\u4eba\u7684\u7814\u7a76\u65b9\u5411\u4e4b\u4e00\uff0c\u7528\u6237\u53ea\u9700\u8981\u63d0\u51fa\u81ea\u5df1\u7684\u9700\u6c42\uff0c<strong>\u667a\u80fd\u4f53\u6846\u67b6\u4fbf\u53ef\u4ee5<mark data-type=\"tech_methods\" data-id=\"1ef8dd91-7c80-46f2-811e-0722d3d333d4\">\u8c03\u5ea6<\/mark>\u591a\u4e2a LLMs \u5e76\u652f\u6301\u591a\u667a\u80fd\u4f53\uff08Multi-agents\uff09\u4ee5\u534f\u4f5c\u6216\u7ade\u4e89\u7684\u65b9\u5f0f\u6765\u5b8c\u6210\u7528\u6237\u7ed9\u5b9a\u7684\u4efb\u52a1<\/strong>\u3002<\/p>\n<p>\u76ee\u524d\u667a\u80fd\u4f53\u5df2\u8d8a\u6765\u8d8a\u591a\u5730\u4e0e\u5927\u578b\u591a\u6a21\u6001\u6a21\u578b (MLM) \u76f8\u7ed3\u5408\uff0c<strong>\u652f\u6301\u5728\u5404\u79cd<mark data-type=\"concepts\" data-id=\"9c0b81d8-32df-4e0c-a5f8-f02f69c55040\">\u64cd\u4f5c\u7cfb\u7edf<\/mark>\uff08 \u5305\u62ec\u7f51\u9875\u3001\u684c\u9762\u7535\u8111\u548c\u667a\u80fd\u624b\u673a\uff09 \u7684\u56fe\u5f62\u7528\u6237\u754c\u9762\uff08 GUI\uff09 \u73af\u5883\u4e2d\u6267\u884c\u4efb\u52a1<\/strong>\u3002\u4f46\u662f\u76ee\u524d\u9488\u5bf9\u8fd9\u79cd\u667a\u80fd\u4f53\u6027\u80fd\u8bc4\u4f30\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff08benchmarks\uff09\u4ecd\u7136\u5b58\u5728\u5f88\u591a\u5c40\u9650\u6027\uff0c\u4f8b\u5982\u6784\u5efa\u4efb\u52a1\u548c\u6d4b\u8bd5\u73af\u5883\u7684\u590d\u6742\u6027\uff0c\u8bc4\u4ef7\u6307\u6807\u7684\u5355\u4e00\u6027\u7b49\u3002<\/p>\n<p>\u9488\u5bf9\u8fd9\u4e9b\u95ee\u9898\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u8de8<mark data-type=\"concepts\" data-id=\"eba9d0cc-3078-4688-aded-285dc99e9ad6\">\u73af\u5883\u667a\u80fd<\/mark>\u4f53<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u6846\u67b6 CRAB\u3002<strong>CRAB \u91c7\u7528\u4e86\u4e00\u79cd\u57fa\u4e8e\u56fe\u7684\u7ec6\u7c92\u5ea6\u8bc4\u4f30\u65b9\u6cd5\uff0c\u5e76\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u4efb\u52a1\u548c\u8bc4\u4f30\u5668\u6784\u5efa\u5de5\u5177\u3002\u672c<\/strong><strong>\u6587\u7684\u7814\u7a76\u56e2\u961f\u8fd8\u57fa\u4e8e CRAB \u6846\u67b6\u5f00\u53d1\u4e86\u4e00\u4e2a\u8de8\u5e73\u53f0\u7684\u6d4b\u8bd5\u6570\u636e\u96c6 CRAB Benchmark-v0\uff0c\u5176\u4e2d\u6db5\u76d6\u4e86\u53ef\u4ee5\u5728 PC \u548c\u667a\u80fd\u624b\u673a\u73af\u5883\u4e2d\u6267\u884c\u7684 100 \u4e2a\u4efb\u52a1\uff0c\u5176\u4e2d\u65e2\u5305\u542b\u4f20\u7edf\u7684\u5355\u5e73\u53f0\u4efb\u52a1\uff0c\u8fd8\u5305\u542b\u4e86\u5fc5\u987b\u540c\u65f6\u64cd\u4f5c\u591a\u4e2a\u8bbe\u5907\u624d\u80fd\u5b8c\u6210\u7684\u590d\u6742\u8de8\u5e73\u53f0\u4efb\u52a1\u3002<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-31bb7dfc3aa731b914721df549b3bd93.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-31bb7dfc3aa731b914721df549b3bd93.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u9898\u76ee\uff1aCRAB: Cross-environment Agent Benchmark for Multimodal Language Model Agents \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2407.01511 \u00a0 \u00a0\u00a0<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/camel-ai\/crab \u00a0 \u00a0\u00a0<\/p>\n<\/li>\n<\/ul>\n<p>\u4f5c\u8005\u9009\u53d6\u4e86\u5f53\u524d\u8f83\u4e3a\u6d41\u884c\u7684\u56db\u4e2a\u591a\u6a21\u6001\u6a21\u578b\u8fdb\u884c\u4e86\u521d\u6b65\u5b9e\u9a8c\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4f7f\u7528 GPT-4o \u4f5c\u4e3a<mark data-type=\"tech_tasks\" data-id=\"d91bce19-8564-48f4-8a08-2baf89096fdc\">\u63a8\u7406\u5f15\u64ce<\/mark>\u7684\u5355\u667a\u80fd\u4f53\u7ed3\u6784\u62e5\u6709\u6700\u9ad8\u7684\u6d4b\u8bd5\u70b9\u5b8c\u6210\u7387 35.26%\u3002<\/p>\n<p><strong>\u5f15\u8a00<\/strong><\/p>\n<p>\u4f5c\u4e3a\u5168\u65b0\u7684\u667a\u80fd\u4f53\u8bc4\u4f30<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6846\u67b6\uff0cCRAB\uff08Cross-environment Agent Benchmark\uff09\u4e3b\u8981\u7528\u4e8e\u8bc4\u4f30\u57fa\u4e8e\u591a\u6a21\u6001<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08MLMs\uff09\u7684\u667a\u80fd\u4f53\u5728\u8de8\u73af\u5883\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<strong>CRAB \u53ef\u4ee5\u6a21\u62df\u771f\u5b9e\u4e16\u754c\u4e2d\u4eba\u7c7b\u7528\u6237\u540c\u65f6\u4f7f\u7528\u591a\u4e2a\u8bbe\u5907\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u7684\u573a\u666f<\/strong>\uff0c\u5982 Demo \u6240\u793a\uff0cCRAB \u53ef\u4ee5\u7528\u6765\u8bc4\u4f30\u667a\u80fd\u4f53\u540c\u65f6\u64cd\u7eb5\u4e00\u4e2a Ubuntu \u684c\u9762\u7cfb\u7edf\u548c\u4e00\u4e2a Android \u624b\u673a\u7cfb\u7edf\u5b8c\u6210\u53d1\u9001\u4fe1\u606f\u7684\u8fc7\u7a0b\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/Rf0q5VjitT5r1WoIVxCFIw\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c9d6ac987a6e76dc913a38c30aa23f91.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-c9d6ac987a6e76dc913a38c30aa23f91.png\"><\/a><\/a><\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u5982\u679c\u667a\u80fd\u4f53\u5177\u5907\u6839\u636e\u4eba\u7c7b\u6307\u4ee4\u540c\u65f6\u7cbe\u786e\u64cd\u4f5c\u7535\u8111\u548c\u624b\u673a\u7684\u80fd\u529b\uff0c\u5f88\u591a\u7e41\u6742\u7684\u8f6f\u4ef6\u64cd\u4f5c\u5c31\u53ef\u4ee5\u7531\u667a\u80fd\u4f53\u6765\u5b8c\u6210\uff0c\u4ece\u800c\u63d0\u9ad8\u6574\u4f53\u7684\u5de5\u4f5c\u6548\u7387\u3002<strong>\u4e3a\u4e86\u8fbe\u6210\u8fd9\u4e2a\u76ee\u6807\uff0c\u6211\u4eec\u9700\u8981\u4e3a\u667a\u80fd\u4f53\u6784\u5efa\u66f4\u52a0\u5168\u9762\u548c\u771f\u5b9e\u7684\u8de8\u5e73\u53f0\u6d4b\u8bd5\u73af\u5883\uff0c\u7279\u522b\u662f\u9700\u8981\u652f\u6301\u540c\u65f6\u64cd\u4f5c\u591a\u4e2a\u8bbe\u5907\u5e76\u4e14\u80fd\u63d0\u4f9b\u8db3\u591f\u7684\u8bc4\u4f30\u53cd\u9988\u673a\u5236<\/strong>\u3002\u672c\u6587\u7684 CRAB \u6846\u67b6\u5c1d\u8bd5\u89e3\u51b3\u4ee5\u4e0b\u51e0\u4e2a\u5b9e\u9645\u95ee\u9898\uff1a<\/p>\n<ul>\n<li>\n<p>\u8de8\u73af\u5883\u4efb\u52a1\u8bc4\u4f30\uff1a<strong>\u73b0\u6709\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u901a\u5e38\u53ea\u5173\u6ce8\u5355\u4e00\u73af\u5883\uff08\u5982\u7f51\u9875\u3001Android \u6216\u684c\u9762<mark data-type=\"concepts\" data-id=\"9c0b81d8-32df-4e0c-a5f8-f02f69c55040\">\u64cd\u4f5c\u7cfb\u7edf<\/mark>\uff09[1][2][3][4]<\/strong><strong>\uff0c\u800c\u5ffd\u89c6\u4e86\u771f\u5b9e\u4e16\u754c\u4e2d\u8de8\u8bbe\u5907\u534f\u4f5c\u573a\u666f\u7684\u590d\u6742\u6027<\/strong>\u3002CRAB \u6846\u67b6\u652f\u6301\u5c06\u4e00\u4e2a\u8bbe\u5907\u6216\u5e94\u7528\u7684\u4ea4\u4e92\u5c01\u88c5\u4e3a\u4e00\u4e2a\u73af\u5883\uff0c\u901a\u8fc7\u5bf9\u591a\u73af\u5883\u4efb\u52a1\u7684\u652f\u6301\uff0c\u63d0\u4f9b\u7ed9\u667a\u80fd\u4f53\u66f4\u4e30\u5bcc\u7684\u64cd\u4f5c\u7a7a\u95f4\uff0c\u4e5f\u66f4\u8d34\u8fd1\u5b9e\u9645\u5e94\u7528\u573a\u666f\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ec6\u7c92\u5ea6\u8bc4\u4f30\u65b9\u6cd5\uff1a<strong>\u4f20\u7edf\u7684\u8bc4\u4f30\u65b9\u6cd5\u8981\u4e48\u53ea\u5173\u6ce8\u6700\u7ec8\u76ee\u6807\u7684\u5b8c\u6210\u60c5\u51b5\uff08\u76ee\u6807\u5bfc\u5411\uff09\uff0c\u8981\u4e48\u4e25\u683c\u6bd4\u5bf9\u64cd\u4f5c\u8f68\u8ff9\uff08\u8f68\u8ff9\u5bfc\u5411\uff09<\/strong><strong>[1][2][3]<\/strong>\u3002\u8fd9\u4e24\u79cd\u65b9\u6cd5\u90fd\u5b58\u5728\u5c40\u9650\u6027\uff0c\u65e0\u6cd5\u5168\u9762\u53cd\u6620\u667a\u80fd\u4f53\u7684\u8868\u73b0\u3002<strong>CRAB \u63d0\u51fa\u4e86\u57fa\u4e8e\u56fe\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u65e2\u80fd\u63d0\u4f9b\u7ec6\u7c92\u5ea6\u7684\u8bc4\u4f30\u6307\u6807\uff0c\u53c8\u80fd\u9002\u5e94\u591a\u79cd\u6709\u6548\u7684\u4efb\u52a1\u5b8c\u6210\u8def\u5f84<\/strong>\u3002<\/p>\n<\/li>\n<li>\n<p>\u4efb\u52a1\u6784\u5efa\u590d\u6742\u6027\uff1a\u968f\u7740\u4efb\u52a1\u590d\u6742\u5ea6\u7684\u589e\u52a0\uff0c\u624b\u52a8\u6784\u5efa\u4efb\u52a1\u548c\u8bc4\u4f30\u5668\u53d8\u5f97\u8d8a\u6765\u8d8a\u56f0\u96be\u3002<strong>CRAB \u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5b50\u4efb\u52a1\u7ec4\u5408\u7684\u65b9\u6cd5\uff0c\u7b80\u5316\u4e86\u8de8\u73af\u5883\u4efb\u52a1\u7684\u6784\u5efa\u8fc7\u7a0b<\/strong>\u3002<\/p>\n<\/li>\n<li>\n<p>\u667a\u80fd\u4f53\u7cfb\u7edf\u7ed3\u6784\u8bc4\u4f30\uff1a<strong>\u672c\u6587\u8fd8\u63a2\u8ba8\u4e86\u4e0d\u540c\u667a\u80fd\u4f53\u7cfb\u7edf\u7ed3\u6784\uff08\u5355\u667a\u80fd\u4f53\u3001\u57fa\u4e8e\u529f\u80fd\u5206\u5de5\u7684\u591a\u667a\u80fd\u4f53\u3001\u57fa\u4e8e\u73af\u5883\u5206\u5de5\u7684\u591a\u667a\u80fd\u4f53\uff09\u5bf9\u4efb\u52a1\u5b8c\u6210\u6548\u679c\u7684\u5f71\u54cd<\/strong>\uff0c\u4e3a\u8bbe\u8ba1\u66f4\u9ad8\u6548\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5b9e\u8bc1\u4f9d\u636e\u3002<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f14b7f01ffb7e9ca1f98cda2309c861e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f14b7f01ffb7e9ca1f98cda2309c861e.png\"><\/a><\/p>\n<p>\u4e0a\u8868\u5c55\u793a\u4e86\u672c\u6587\u63d0\u51fa\u7684 CRAB \u6846\u67b6\u4e0e\u73b0\u6709\u5176\u4ed6\u667a\u80fd\u4f53<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6846\u67b6\u7684\u5bf9\u6bd4\uff0c\u76f8\u6bd4\u5176\u4ed6<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0c<strong>CRAB \u53ef\u4ee5\u540c\u65f6\u652f\u6301\u7535\u8111\u548c\u624b\u673a\u7b49\u8de8\u5e73\u53f0\u7684\u64cd\u4f5c\u73af\u5883\uff0c\u53ef\u4ee5\u6a21\u62df\u66f4\u52a0\u771f\u5b9e\u7684\u4f7f\u7528\u573a\u666f<\/strong>\u3002<\/p>\n<p>\u5bf9\u4e8e CRAB\uff0c\u4e00\u4f17\u7f51\u53cb\u7ed9\u51fa\u4e86\u5f88\u9ad8\u7684\u8bc4\u4ef7\u3002<\/p>\n<p>\u6709\u4eba\u8868\u793a\uff0cAGI \u5df2\u7ecf\u8fbe\u6210\uff0c\u56e0\u4e3a\u6709\u5927<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08\u6307 CRAB\uff09\u5df2\u7ecf\u5b66\u4f1a\u4e86\u5982\u4f55\u9000\u51fa Vim\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-13937056b6f71cbf3746f79a99b33e53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-13937056b6f71cbf3746f79a99b33e53.png\"><\/a><\/p>\n<p>&#8220;Can you exit Vim?&#8221; \u8fd9\u4e2a\u95ee\u9898\u5e38\u5e38\u662f\u4e00\u4e2a\u7f16\u7a0b\u6216\u6280\u672f\u793e\u533a\u7684\u73a9\u7b11\uff0c\u56e0\u4e3a Vim \u5bf9\u65b0\u624b\u6765\u8bf4\u53ef\u80fd\u5f88\u96be\u9000\u51fa\uff0c\u5c24\u5176\u662f\u5f53\u4ed6\u4eec\u4e0d\u719f\u6089 Vim \u7684\u64cd\u4f5c\u6a21\u5f0f\u65f6\u3002\uff08\u5728\u6b64\u8d21\u732e\u4e00\u5f20\u8868\u60c5\u5305\uff09<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-376b9fc320c771acf965db307bb47291.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-376b9fc320c771acf965db307bb47291.png\"><\/a><a href=\"https:\/\/mp.weixin.qq.com\/s\/Rf0q5VjitT5r1WoIVxCFIw\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a9aaa5981110b407c9b65eb6f31dc478.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a9aaa5981110b407c9b65eb6f31dc478.png\"><\/a><\/a><\/p>\n<p>\u6709\u4eba\u8bf4\u5f88\u96be\u76f8\u4fe1\u4e00\u4e2a\u667a\u80fd\u4f53\u53ef\u4ee5\u5b8c\u6210 \u201c\u67e5\u770b\u65e5\u5386\uff0c\u6253\u5f00 Vim\uff0c\u8fdb\u5165\u63d2\u5165\u6a21\u5f0f\uff0c\u8f93\u5165\u4e8b\u4ef6\u5217\u8868\uff0c\u9000\u51fa\u63d2\u5165\u6a21\u5f0f\uff0c\u5e76\u4f7f\u7528 :wq \u4fdd\u5b58\u201d \u8fd9\u4e00\u7cfb\u5217\u4efb\u52a1\u3002<\/p>\n<p>\u4e5f\u6709\u7f51\u53cb\u603b\u7ed3\u8bf4\u4e0b\u4e2a\u4e0b\u4e00\u4ee3\u673a\u5668\u4eba\u6d41\u7a0b\u81ea\u52a8\u5316\uff08RPA\uff09\u5c06\u66f4\u50cf\u662f \u201c\u8bf7\u5e2e\u6211\u5b8c\u6210\u4e0b\u5217\u4efb\u52a1\u201d\uff0c\u800c\u4e0d\u9700\u8981\u8bb0\u5f55\u6bcf\u4e00\u4e2a\u6b65\u9aa4\uff0c\u7136\u540e\u5728\u51e0\u5929\u5185\u8fd0\u884c\u65f6\u5d29\u6e83\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-5a2bf4f859b685269f97fd662c12d9e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-5a2bf4f859b685269f97fd662c12d9e4.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-395400ec1fbc68a94b496be47dae9101.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-395400ec1fbc68a94b496be47dae9101.png\"><\/a><\/p>\n<p>\u4e5f\u6709\u4eba\u63d0\u5230\u4e86 CRAB \u4e2d\u7684\u56fe\u8bc4\u4f30\u5668\uff08Graph Evaluator\uff09\u7528\u4e8e\u5904\u7406\u667a\u80fd\u4f53\u5728\u73af\u5883\u4e2d\u7684\u72b6\u6001\u662f\u4e00\u79cd\u975e\u5e38\u667a\u80fd\u7684\u65b9\u5f0f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f4425e13c346b6208b8284bfd514281b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f4425e13c346b6208b8284bfd514281b.png\"><\/a><\/p>\n<p>\u751a\u81f3\u6709\u4eba\u5938\u8d5e\u9053 CRAB \u662f AI PC \u7684\u672a\u6765\uff0c\u8ba4\u4e3a\u8fd9\u662f LLM \u4e0e PC \u548c\u79fb\u52a8\u8bbe\u5907\u7684\u5b8c\u7f8e\u7ed3\u5408\uff0c\u201c\u5b83\u662f\u4e00\u79cd\u7c7b\u4f3c RabbitOS \u7684 AI\uff0c\u4f7f\u73b0\u6709\u7684 PC \u548c\u79fb\u52a8\u8bbe\u5907\u5177\u5907 AI \u529f\u80fd\u3002CRAB \u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u5141\u8bb8\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u6d4b\u8bd5\u591a\u6a21\u6001<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u4ee3\u7406\u7684\u6709\u6548\u6027\u548c\u5b9e\u7528\u6027\u3002\u201d\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9994c6eb18891552a82a49b69bf960fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9994c6eb18891552a82a49b69bf960fd.png\"><\/a><\/p>\n<p><strong>\u5b9a\u4e49<\/strong><\/p>\n<p><strong>\u4efb\u52a1\u5b9a\u4e49<\/strong><\/p>\n<p>CRAB \u6846\u67b6\u5c06\u6570\u5b57\u8bbe\u5907\uff08\u5982\u684c\u9762\u7535\u8111\u6216\u667a\u80fd\u624b\u673a\uff09\u8868\u793a\u4e3a\u4e00\u4e2a\u5177\u4f53\u7684\u73af\u5883\u3002<strong>\u6bcf\u4e2a\u73af\u5883\u88ab\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u65e0\u5956\u52b1\u7684<mark data-type=\"tech_methods\" data-id=\"f3db9f4b-59a5-4b93-90e5-bfce6fff904c\">\u90e8\u5206\u53ef\u89c2\u5bdf\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b<\/mark>\uff08POMDP\uff09<\/strong>\uff0c\u53ef\u4ee5\u4f7f\u7528\u5143\u7ec4<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eee237c903b3e6cc33d6608fba7e9670.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-eee237c903b3e6cc33d6608fba7e9670.png\"><\/a>\u8868\u793a\uff0c\u5176\u4e2d <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-acbcc71eef5b734800dd2db9ff9cdc7f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-acbcc71eef5b734800dd2db9ff9cdc7f.png\"><\/a>\u4e3a\u72b6\u6001\u7a7a\u95f4\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a2bc8bf27366c7bcf9f98f0a1999681d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a2bc8bf27366c7bcf9f98f0a1999681d.png\"><\/a>\u4e3a\u52a8\u4f5c\u7a7a\u95f4\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1666f7b21948544147583c40654f8460.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1666f7b21948544147583c40654f8460.png\"><\/a>\u662f\u8f6c\u79fb\u51fd\u6570\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-47f1f56f853f92fccf210e48d329a525.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-47f1f56f853f92fccf210e48d329a525.png\"><\/a>\u662f\u89c2\u5bdf\u7a7a\u95f4\u3002<\/p>\n<p>\u800c\u5bf9\u4e8e\u8de8\u73af\u5883\u4efb\u52a1\uff0c\u53ef\u4ee5\u5b9a\u4e49\u4e00\u4e2a\u73af\u5883\u96c6\u5408<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9e5c346fa7ce4437cefdff9a92fe79e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9e5c346fa7ce4437cefdff9a92fe79e3.png\"><\/a> \u5176\u4e2d n \u662f\u73af\u5883\u6570\u91cf\uff0c\u6bcf\u4e2a\u73af\u5883\u53c8\u53ef\u4ee5\u8868\u793a\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-abed12e42163d7cdd29924e63cbf2081.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-abed12e42163d7cdd29924e63cbf2081.png\"><\/a>\u3002<\/p>\n<p>\u57fa\u4e8e\u4ee5\u4e0a\uff0c\u4f5c\u8005\u5c06\u4e00\u4e2a\u5177\u4f53\u7684\u8de8\u73af\u5883\u4efb\u52a1\u8868\u793a\u4e3a\u5143\u7ec4<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-65e4a4659da60606543b623b2ebd77b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-65e4a4659da60606543b623b2ebd77b6.png\"><\/a>\uff0c\u5176\u4e2d\u00a0M\u00a0\u662f\u73af\u5883\u96c6\u5408\uff0c<em>I<\/em> \u662f\u4ee5\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5f62\u5f0f\u7ed9\u51fa\u7684\u4efb\u52a1\u76ee\u6807\uff0c<em>R\u00a0<\/em>\u662f\u4efb\u52a1\u7684\u5956\u52b1\u51fd\u6570\u3002\u53c2\u4e0e\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u53ef\u4ee5\u88ab\u5efa\u6a21\u4e3a\u4e00\u4e2a\u7b56\u7565 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fb5d9b4f38659f310d58aee9100f8b35.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fb5d9b4f38659f310d58aee9100f8b35.png\"><\/a>\u3002<\/p>\n<section><strong>\u8fd9\u8868\u793a\u667a\u80fd\u4f53\u5728\u63a5\u6536\u5230\u6765\u81ea\u73af\u5883<\/strong><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d172a53e24fbb01af72be400ca97479f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-d172a53e24fbb01af72be400ca97479f.png\"><\/a>\u7684\u89c2\u5bdf <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-90d18aa191ade9651cea7f37f57c4d50.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-90d18aa191ade9651cea7f37f57c4d50.png\"><\/a>\u548c<\/strong><strong>\u52a8\u4f5c\u5386\u53f2 <em>H<\/em> \u65f6\uff0c\u5728\u73af\u5883 m \u4e2d\u91c7\u53d6\u52a8\u4f5c a \u7684\u6982\u7387\u3002<\/strong><\/section>\n<p><strong>\u56fe\u4efb\u52a1\u5206\u89e3\uff08Graph of Decomposed Tasks, GDT\uff09<\/strong><\/p>\n<p><strong>\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u51e0\u4e2a\u66f4\u7b80\u5355\u7684\u5b50\u4efb\u52a1<\/strong>\u662f LLMs \u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u65f6\u975e\u5e38\u6709\u6548\u7684\u6280\u5de7 [5][6]\uff0c\u672c\u6587\u5c06\u8fd9\u4e00\u6982\u5ff5\u5f15\u5165\u5230\u4e86\u667a\u80fd\u4f53<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e2d\uff0c<strong>\u5177\u4f53\u6765\u8bf4\uff0c\u672c\u6587\u5f15\u5165\u4e86\u4e00\u79cd\u5206\u89e3\u4efb\u52a1\u56fe\uff08Graph of Decomposed Tasks\uff0cGDT\uff09<\/strong>\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5b83\u53ef\u4ee5\u5c06\u4e00\u4e2a\u590d\u6742\u4efb\u52a1\u8868\u793a\u4e3a\u4e00\u4e2a<mark data-type=\"tech_methods\" data-id=\"419aac7d-3b71-41da-b02b-70c136a14d44\">\u6709\u5411\u65e0\u73af\u56fe<\/mark>\uff08DAG\uff09\u7684\u7ed3\u6784\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-260feb36c66660a7c23e252d6cfbf374.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-260feb36c66660a7c23e252d6cfbf374.png\"><\/a><\/p>\n<p>GDT \u4e2d\u7684\u6bcf\u4e2a\u8282\u70b9\u53ef\u4ee5\u4ee3\u8868\u4e00\u4e2a\u5b50\u4efb\u52a1 (m,i,r)\uff0c\u5176\u4e2d m \u4e3a\u5b50\u4efb\u52a1\u6267\u884c\u7684\u73af\u5883\uff0ci\u00a0\u4e3a\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\uff0cr \u662f\u5956\u52b1\u51fd\u6570\uff0c<strong>\u7528\u4e8e\u8bc4\u4f30\u73af\u5883 m\u00a0\u7684\u72b6\u6001\u5e76\u8f93\u51fa\u5e03\u5c14\u503c\uff0c\u5224\u65ad\u5b50\u4efb\u52a1\u662f\u5426\u5b8c\u6210\u3002GDT \u4e2d\u7684\u8fb9\u8868\u793a\u5b50\u4efb\u52a1\u4e4b\u95f4\u7684\u987a\u5e8f\u5173\u7cfb<\/strong>\u3002<\/p>\n<p><strong>CRAB \u6846\u67b6<\/strong><\/p>\n<p><strong>\u8de8<mark data-type=\"concepts\" data-id=\"eba9d0cc-3078-4688-aded-285dc99e9ad6\">\u73af\u5883\u667a\u80fd<\/mark>\u4f53\u4ea4\u4e92<\/strong><\/p>\n<p>CRAB \u9996\u6b21\u5f15\u5165\u4e86\u8de8\u73af\u5883\u4efb\u52a1\u7684\u6982\u5ff5\uff0c\u5c06\u591a\u4e2a\u73af\u5883\uff08\u5982\u667a\u80fd\u624b\u673a\u548c\u684c\u9762\u7535\u8111\uff09\u7ec4\u5408\u6210\u4e00\u4e2a\u73af\u5883\u96c6\u5408\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u5728\u591a\u4e2a\u8bbe\u5907\u4e4b\u95f4\u534f\u8c03\u64cd\u4f5c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9feea31cd111eef623218ece6457fe78.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9feea31cd111eef623218ece6457fe78.png\"><\/a><\/p>\n<p>\u5728 CRAB \u6846\u67b6\u4e2d\u4f7f\u7528\u57fa\u4e8e\u73af\u5883\u5206\u5de5\u7684<mark data-type=\"tech_tasks\" data-id=\"c358669a-56ff-4bc6-b682-605914071b76\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/mark>\u7684\u8fd0\u884c\u6d41\u7a0b\u5982\u4e0a\u56fe\u6240\u793a\u3002<strong>\u5de5\u4f5c\u6d41\u7a0b\u901a\u8fc7\u4e00\u4e2a\u5faa\u73af\u8fdb\u884c\uff0c\u9996\u5148\u901a\u8fc7\u4e3b\u667a\u80fd\u4f53\u89c2\u5bdf\u73af\u5883\uff0c\u5e76\u5bf9\u5b50\u667a\u80fd\u4f53\u6307\u5b9a\u8ba1\u5212\uff0c\u7136\u540e\u6240\u6709\u7684\u5b50\u667a\u80fd\u4f53\u5728\u5404\u81ea\u7684\u73af\u5883\u4e2d\u6267\u884c\u64cd\u4f5c<\/strong>\u3002\u968f\u540e\u7531\u4e00\u4e2a\u56fe\u8bc4\u4f30\u5668\uff08Graph Evaluator\uff09\u6765\u76d1\u89c6\u73af\u5883\u4e2d\u5404\u4e2a\u5b50\u4efb\u52a1\u7684\u72b6\u6001\uff0c\u5e76\u5728\u6574\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u4e0d\u65ad\u66f4\u65b0\u4efb\u52a1\u7684\u5b8c\u6210\u60c5\u51b5\u3002<strong>\u8fd9\u79cd\u8bc4\u4f30\u65b9\u5f0f\u53ef\u4ee5\u8d34\u8fd1\u771f\u5b9e\u573a\u666f\uff0c\u4ee5\u8003\u9a8c\u667a\u80fd\u4f53\u7684\u63a8\u7406\u80fd\u529b<\/strong>\uff0c\u8fd9\u8981\u6c42\u667a\u80fd\u4f53\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u6d88\u606f\u4f20\u9012\uff0c\u5e76\u4e14\u9700\u8981\u6df1\u5165\u7406\u89e3\u73b0\u5b9e\u4e16\u754c\u7684\u60c5\u51b5\u3002<\/p>\n<p><strong>\u56fe\u8bc4\u4f30\u5668\uff08Graph Evaluator\uff09<\/strong><\/p>\n<p><strong>CRAB \u5185\u7f6e\u7684\u56fe\u8bc4\u4f30\u5668\u540c\u65f6\u517c\u987e\u4e86\u76ee\u6807\u5bfc\u5411\u548c\u8f68\u8ff9\u5bfc\u5411\u8bc4\u4f30\u7684\u4f18\u70b9<\/strong>\uff0c\u5176\u9996\u5148\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u4efb\u52a1\uff0c\u5f62\u6210\u4e00\u4e2a<mark data-type=\"tech_methods\" data-id=\"419aac7d-3b71-41da-b02b-70c136a14d44\">\u6709\u5411\u65e0\u73af\u56fe<\/mark>\u7ed3\u6784\u3002<strong>\u968f\u540e\u5b9a\u4e49\u4e86\u4e00\u79cd\u8282\u70b9\u6fc0\u6d3b\u673a\u5236\uff0c\u5373\u56fe\u4e2d\u7684\u8282\u70b9\uff08\u5b50\u4efb\u52a1\uff09\u9700\u8981\u6839\u636e\u524d\u7f6e\u4efb\u52a1\u7684\u5b8c\u6210\u60c5\u51b5\u9010\u6b65\u6fc0\u6d3b<\/strong>\uff0c\u786e\u4fdd\u4efb\u52a1\u7684\u987a\u5e8f\u6267\u884c\u3002\u5176\u4e2d\u6bcf\u4e2a\u8282\u70b9\u90fd\u5173\u8054\u4e86\u4e00\u4e2a\u9a8c\u8bc1\u51fd\u6570\uff0c\u7528\u6765\u68c0\u67e5\u73af\u5883\u4e2d\u7684\u5173\u952e\u4e2d\u95f4\u72b6\u6001\u3002<strong>\u76f8\u6bd4\u4e4b\u524d\u7684\u8bc4\u4f30<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\uff0cCRAB \u56fe\u8bc4\u4f30\u5668\u521b\u65b0\u6027\u5730\u5f15\u5165\u4e86\u4e00\u7cfb\u5217\u65b0\u7684\u8bc4\u4ef7\u6307\u6807<\/strong>\uff1a<\/p>\n<ul>\n<li>\n<p>\u5b8c\u6210\u7387\uff08Completion Ratio, CR\uff09\uff1a\u5b8c\u6210\u7684\u5b50\u4efb\u52a1\u8282\u70b9\u6570\u91cf\u4e0e\u603b\u8282\u70b9\u6570\u91cf\u7684\u6bd4\u7387\uff0c<em>CR = C \/ N<\/em>\u3002\u00a0<\/p>\n<\/li>\n<li>\n<p>\u6267\u884c\u6548\u7387\uff08Execution Efficiency, EE\uff09\uff1a\u5b8c\u6210\u7387\u4e0e\u6267\u884c\u7684\u52a8\u4f5c\u6570\u91cf\u7684\u6bd4\u503c\uff0c<em>EE = CR \/ A<\/em>\uff0c<em>A<\/em> \u4e3a\u6307\u5b9a\u7684\u52a8\u4f5c\u6570\u3002 \u00a0<\/p>\n<\/li>\n<li>\n<p>\u6210\u672c\u6548\u7387\uff08Cost Efficiency, CE\uff09\uff1a\u5b8c\u6210\u7387\u4e0e\u4f7f\u7528\u7684\u6a21\u578b token \u6570\u91cf\u7684\u6bd4\u503c\uff0c<em>CE = CR \/ T<\/em>\uff0c<em>T\u00a0<\/em>\u4e3a\u4f7f\u7528\u7684\u6a21\u578b token \u6570\u91cf\u3002 \u00a0<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u6307\u6807\u4e3a\u667a\u80fd\u4f53<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u63d0\u4f9b\u4e86\u66f4\u7ec6\u7c92\u5ea6\u548c\u66f4\u591a\u7ef4\u5ea6\u7684\u8bc4\u4f30\u4fa7\u91cd\u70b9\u3002\u00a0<\/p>\n<p><strong>CRAB Benchmark-v0 \u00a0 \u00a0\u00a0<\/strong><\/p>\n<p><strong><mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6784\u5efa\u7ec6\u8282\u00a0<\/strong>\u00a0<\/p>\n<p>\u57fa\u4e8e\u63d0\u51fa\u7684 CRAB \u6846\u67b6\uff0c<strong>\u672c\u6587\u6784\u5efa\u4e86\u4e00\u4e2a\u5177\u4f53\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u96c6 CRAB Benchmark-v0 \u7528\u4e8e\u793e\u533a\u8fdb\u4e00\u6b65\u5f00\u5c55\u7814\u7a76<\/strong>\u3002CRAB Benchmark-v0 \u540c\u65f6\u652f\u6301 Android \u624b\u673a\u548c Ubuntu Linux \u684c\u9762\u7535\u8111\u4e24\u4e2a\u73af\u5883\u3002\u5e76\u4e14\u4e3a Ubuntu \u548c Android \u5b9a\u4e49\u4e86\u4e0d\u540c\u7684\u52a8\u4f5c\u96c6\uff0c\u7528\u6765\u6a21\u62df\u771f\u5b9e\u751f\u6d3b\u4e2d\u7684\u5e38\u89c1\u4ea4\u4e92\u3002<strong>\u5176\u89c2\u5bdf\u7a7a\u95f4\u7531\u4e24\u79cd\u73af\u5883\u7684\u7cfb\u7edf\u754c\u9762\u6784\u6210\uff0c\u5e76\u4e14\u4f7f\u7528\u5c4f\u5e55\u622a\u56fe\u5f62\u5f0f\u83b7\u53d6\u73af\u5883\u72b6\u6001<\/strong>\u3002\u4e3a\u4e86\u65b9\u4fbf\u667a\u80fd\u4f53\u5728 GUI \u4e2d\u64cd\u4f5c\uff0c\u4f5c\u8005\u4f7f\u7528 GroundingDINO [7] \u6765\u5b9a\u4f4d\u53ef\u4ea4\u4e92\u56fe\u6807\uff0c\u4f7f\u7528 EasyOCR \u68c0\u6d4b\u548c\u6807\u6ce8\u53ef\u4ea4\u4e92\u6587\u672c\uff0c\u4e3a\u6bcf\u4e2a\u68c0\u6d4b\u9879\u5206\u914d\u4e00\u4e2a ID\uff0c\u65b9\u4fbf\u540e\u7eed\u5728\u64cd\u4f5c\u7a7a\u95f4\u5185\u5f15\u7528\u3002<\/p>\n<p>\u6211\u4eec\u4ee5\u4e00\u4e2a\u5177\u4f53\u4efb\u52a1\u4e3e\u4f8b\uff0c\u4f8b\u5982\u5728 Ubuntu \u7cfb\u7edf\u4e0a\u5b8c\u6210\u5982\u4e0b\u4efb\u52a1\uff1a\u521b\u5efa\u4e00\u4e2a\u65b0\u76ee\u5f55 \u201c\/home\/crab\/assets_copy\u201d\uff0c\u5e76\u5c06\u6240\u6709\u5177\u6709\u6307\u5b9a \u201ctxt\u201d \u6269\u5c55\u540d\u7684\u6587\u4ef6\u4ece \u201c\/home\/crab\/assets\u201d \u590d\u5236\u5230\u76ee\u5f55 \u201c\/home\/crab\/assets_copy\u201d\u3002<\/p>\n<p>\u8be5\u4efb\u52a1\u9700\u8981\u6267\u884c\u591a\u6b65\u64cd\u4f5c\u624d\u80fd\u5b8c\u6210\uff0c\u4e0b\u56fe\u5c55\u793a\u4e86\u5f53\u4f7f\u7528 GPT-4 Turbo <strong>\u4f5c\u4e3a\u63a8\u7406\u6a21\u578b\u5e76\u91c7\u7528\u5355\u667a\u80fd\u4f53\u7ed3\u6784\u65f6\u7684\u5b9e\u9a8c\u7ec6\u8282<\/strong>\u3002\u667a\u80fd\u4f53\u9996\u5148\u4f7f\u7528 search_application \u547d\u4ee4\u67e5\u627e\u7ec8\u7aef\u5e76\u6253\u5f00\u3002<\/p>\n<p><span lang=\"EN-GB\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fb5641dd3d26dbce51a537121741c23c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fb5641dd3d26dbce51a537121741c23c.png\"><\/a><\/span><\/p>\n<p>\u7136\u540e\u4f7f\u7528 Linux \u547d\u4ee4 \u201cmkdir -p \/home\/crab\/assets_copy\u201d \u521b\u5efa\u65b0\u7684\u76ee\u6807\u76ee\u5f55\u3002<\/p>\n<p><span lang=\"EN-GB\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0f6b14a62e9f453b2eb567f60414896f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0f6b14a62e9f453b2eb567f60414896f.png\"><\/a><\/span><\/p>\n<p>\u5728\u521b\u5efa\u597d\u76ee\u6807\u76ee\u5f55\u540e\uff0c\u667a\u80fd\u4f53\u76f4\u63a5\u5728\u7ec8\u7aef\u4e2d\u6267\u884c\u4e86\u62f7\u8d1d\u547d\u4ee4 \uff1a<\/p>\n<p>\u201ccp \/home\/crab\/assets\/*.txt\/home\/crab\/assets_copy\u201d \u6765\u5b8c\u6210\u4efb\u52a1\uff0c\u6574\u4e2a\u6d41\u7a0b\u884c\u4e91\u6d41\u6c34\uff0c\u6ca1\u6709\u4efb\u4f55\u5931\u8bef\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-2888efe01a6b164d45b409fcaef5568e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-2888efe01a6b164d45b409fcaef5568e.png\"><\/a><\/p>\n<p><strong>\u5b9e\u9a8c\u6548\u679c \u00a0\u00a0<\/strong><\/p>\n<p>\u4f5c\u8005\u968f\u540e\u5728 CRAB Benchmark-v0 \u8fdb\u884c\u4e86 baseline \u5b9e\u9a8c\uff0c<strong>\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u662f\u540e\u7aef\u7684\u591a\u6a21\u6001<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark><\/strong>\uff0c\u5176\u7528\u6765\u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u548c\u56fe\u50cf\u7406\u89e3\u3001\u57fa\u672c\u8bbe\u5907\u77e5\u8bc6\u3001\u4efb\u52a1<mark data-type=\"tech_tasks\" data-id=\"3f5eac69-dad3-43e7-9022-40dcf97a1892\">\u89c4\u5212<\/mark>\u548c<mark data-type=\"concepts\" 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data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6784\u5efa\u6548\u7387\u3002\u57fa\u4e8e CRAB\uff0c\u672c\u6587\u63d0\u51fa\u4e86 Crab Benchmark-v0\uff0c\u540c\u65f6\u652f\u6301\u667a\u80fd\u4f53\u5728 Ubuntu \u548c Android \u7cfb\u7edf\u4e0a\u6267\u884c\u591a\u79cd\u590d\u6742\u7684\u8de8\u73af\u5883\u4efb\u52a1\uff0c\u8fd9\u4e00<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u7684\u63d0\u51fa\uff0c<strong>\u4e0d\u4ec5\u53ef\u4ee5\u63a8\u52a8\u81ea\u4e3b\u667a\u80fd\u4f53\u8bc4\u4ef7\u4f53\u7cfb\u7684\u53d1\u5c55\uff0c\u4e5f\u4e3a\u672a\u6765\u8bbe\u8ba1\u66f4\u52a0\u9ad8\u6548\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u63d0\u4f9b\u5168\u65b0\u7075\u611f<\/strong>\u3002 \u00a0<\/p>\n<p><em><sup>\u53c2\u8003 \uff1a<\/sup><\/em><\/p>\n<p><sup><em>[1] Shuyan Zhou et al. WebArena: A Realistic Web Environment for Building Autonomous Agents. Oct.24, 2023. URL: http:\/\/arxiv.org\/abs\/2307.13854. preprint.<\/em><\/sup><\/p>\n<p><sup><em>[2] Chi Zhang et al. AppAgent: Multimodal Agents as SmartphoneUsers. Dec. 21, 2023. URL: http:\/\/arxiv.org\/abs\/2312.13771. preprint.<\/em><\/sup><\/p>\n<p><sup><em>[3] Shunyu Yao et al. \u201cWebshop: Towards scalable real-world web interaction with grounded language agents\u201d. In: Advances in Neural <mark data-type=\"institutions\" data-id=\"6bc5e4f6-94eb-45d5-a1e8-b236decc51ca\">Infor<\/mark>mation Processing Systems 35 (2022), pp. 20744\u201320757.<\/em><\/sup><\/p>\n<p><sup><em>[4] Tianbao Xie et al. OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments. Apr. 11, 2024. URL: http:\/\/arxiv.org\/abs\/2404.07972. preprint. \u00a0<\/em><\/sup><\/p>\n<p><sup><em>[5] Lin, Fangru, et al. &#8220;Graph-enhanced Large Language Modelsin Asynchronous Plan Reasoning.&#8221; arXiv preprint arXiv:2402.02805 (2024).\u00a0<\/em><\/sup><\/p>\n<p><sup><em>[6] Tushar Khot et al. \u201cDecomposed Prompting: A Modular Approach for Solving Complex Tasks\u201d. In: The Eleventh International Conference on Learning Representations. 2023. URL: https:\/\/openreview.net\/forum?id=_nGgzQjzaRy.\u00a0<\/em><\/sup><\/p>\n<p><em><sup>[7] Shilong Liu et al. Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection. arXiv.org. 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