{"id":37566,"date":"2025-01-31T04:01:06","date_gmt":"2025-01-30T20:01:06","guid":{"rendered":"https:\/\/17aitech.com\/?p=37566"},"modified":"2025-01-31T04:01:06","modified_gmt":"2025-01-30T20:01:06","slug":"%e6%b8%af%e5%a4%a7%e5%bc%80%e6%ba%90graphagent-%e7%a0%b4%e8%a7%a3%e7%bb%93%e6%9e%84%e5%8c%96%e4%b8%8e%e9%9d%9e%e7%bb%93%e6%9e%84%e5%8c%96%e6%95%b0%e6%8d%ae%e8%9e%8d%e5%90%88%e7%9a%84ai%e6%99%ba","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37566","title":{"rendered":"\u6e2f\u5927\u5f00\u6e90GraphAgent: \u7834\u89e3\u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u6570\u636e\u878d\u5408\u7684AI\u667a\u80fd\u4f53"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-03-9\" target=\"_blank\">\u6e2f\u5927\u5f00\u6e90GraphAgent: \u7834\u89e3\u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u6570\u636e\u878d\u5408\u7684AI\u667a\u80fd\u4f53<\/a><\/p>\n<p><strong>\u9879\u76ee\u5730\u5740<\/strong>\uff1a<a href=\"https:\/\/github.com\/HKUDS\/GraphAgent\"><u>https:\/\/github.com\/HKUDS\/GraphAgent<\/u><\/a><\/p>\n<p><strong>\u8bba\u6587\u94fe\u63a5<\/strong>\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2412.17029\"><u>https:\/\/arxiv.org\/abs\/2412.17029<\/u><\/a><\/p>\n<p><strong>\u5b9e\u9a8c\u5ba4\u4e3b\u9875<\/strong>:\u00a0<a href=\"https:\/\/sites.google.com\/view\/chaoh\"><u>https:\/\/sites.google.com\/view\/chaoh<\/u><\/a><\/p>\n<p>\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u53d1\u5e03GraphAgent: \u5b9e\u73b0\u56fe\u6570\u636e\u4e0e\u6587\u672c\u6570\u636e\u7684\u667a\u80fd\u878d\u5408\u3002GraphAgent\u901a\u8fc7\u521b\u65b0\u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u67b6\u6784\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u81ea\u52a8\u5316\u7cfb\u7edf\uff0c\u5305\u62ec\u56fe\u751f\u6210\u3001\u4efb\u52a1\u89c4\u5212\u548c\u4efb\u52a1\u6267\u884c\u4e09\u4e2a\u6838\u5fc3\u667a\u80fd\u4f53\u3002\u7cfb\u7edf\u5de7\u5999\u5730\u5c06\u8bed\u8a00\u6a21\u578b\u4e0e\u56fe\u8bed\u8a00\u6a21\u578b\u7ed3\u5408\uff0c\u5b9e\u73b0\u4e86\u7ed3\u6784\u5316\u56fe\u6570\u636e\u548c\u975e\u7ed3\u6784\u5316\u6587\u672c\u6570\u636e\u7684\u65e0\u7f1d\u5904\u7406\u3002<\/p>\n<p>\u901a\u8fc7\u667a\u80fd\u4f53\u95f4\u7684\u534f\u540c\u914d\u5408\uff0cGraphAgent\u4e0d\u4ec5\u53ef\u4ee5\u81ea\u52a8\u6784\u5efa\u548c\u7406\u89e3\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u590d\u6742\u8bed\u4e49\u5173\u7cfb\uff0c\u8fd8\u80fd\u7075\u6d3b\u5e94\u5bf9\u9884\u6d4b\u548c\u751f\u6210\u7b49\u591a\u6837\u5316\u4efb\u52a1\uff0c\u4e3a\u8de8\u6570\u636e\u7c7b\u578b\u7684\u667a\u80fd\u5206\u6790\u63d0\u4f9b\u4e86\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ac2876f5ad490da9f13433ee38d6fc9c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ac2876f5ad490da9f13433ee38d6fc9c.png\"><\/a><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" 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class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=37566\/#GraphAgent%E6%9E%B6%E6%9E%84\" >GraphAgent\u67b6\u6784<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=37566\/#%E5%AE%9E%E9%AA%8C\" >\u5b9e\u9a8c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=37566\/#%E6%80%BB%E7%BB%93%E4%B8%8E%E5%B1%95%E6%9C%9B\" >\u603b\u7ed3\u4e0e\u5c55\u671b<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E7%A0%94%E7%A9%B6%E8%83%8C%E6%99%AF\"><\/span><strong>\u7814\u7a76\u80cc\u666f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u73b0\u5b9e\u4e16\u754c\u7684\u6570\u636e\u5448\u73b0\u51fa\u7ed3\u6784\u5316(\u5982\u56fe\u8fde\u63a5)\u4e0e\u975e\u7ed3\u6784\u5316(\u5982\u6587\u672c\u3001\u89c6\u89c9\u4fe1\u606f)\u7684\u53cc\u91cd\u7279\u6027\u3002\u8fd9\u4e9b\u6570\u636e\u4e2d\u8574\u542b\u7740\u590d\u6742\u7684\u5173\u7cfb\u7f51\u7edc:\u4e00\u65b9\u9762\u662f\u663e\u5f0f\u7684\u8fde\u63a5\u5173\u7cfb(\u5982\u793e\u4ea4\u7f51\u7edc\u4e2d\u7684\u7528\u6237\u4e92\u52a8\u3001\u884c\u4e3a\u8f68\u8ff9),\u53e6\u4e00\u65b9\u9762\u662f\u5b9e\u4f53\u4e4b\u95f4\u7684\u9690\u5f0f\u8bed\u4e49\u4f9d\u8d56(\u901a\u5e38\u4ee5\u77e5\u8bc6\u56fe\u8c31\u5f62\u5f0f\u5448\u73b0)\u3002\u8fd9\u79cd\u6570\u636e\u7684\u590d\u6742\u6027\u4e3a\u5904\u7406\u548c\u5206\u6790\u5e26\u6765\u4e86\u4ee5\u4e0b\u5173\u952e\u6311\u6218:<\/p>\n<p>\u00b7<strong>\u6570\u636e\u5f62\u5f0f\u591a\u6837\u5316<\/strong>\uff1a\u7cfb\u7edf\u9700\u8981\u9ad8\u6548\u5904\u7406\u548c\u6574\u5408\u4e0d\u540c\u5f62\u5f0f\u7684\u4fe1\u606f\u3002\u4ee5\u5b66\u672f\u7f51\u7edc\u4e3a\u4f8b,\u8bba\u6587\u4e4b\u95f4\u901a\u8fc7\u5f15\u7528\u6784\u6210\u663e\u5f0f\u7684\u56fe\u7ed3\u6784\u5173\u7cfb,\u800c\u6bcf\u7bc7\u8bba\u6587\u7684\u6807\u9898\u3001\u6458\u8981\u7b49\u6587\u672c\u5185\u5bb9\u5219\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u975e\u7ed3\u6784\u5316\u8bed\u4e49\u4fe1\u606f\u3002\u8fd9\u4e9b\u4fe1\u606f\u7684\u6709\u6548\u878d\u5408\u53ef\u7528\u4e8e\u77e5\u8bc6\u603b\u7ed3\u3001\u79d1\u5b66\u95ee\u7b54\u7b49\u5e94\u7528\u573a\u666f\u3002<\/p>\n<p>\u00b7<strong>\u5173\u7cfb\u7684\u663e\u9690\u4ea4\u7ec7<\/strong>\uff1a\u6570\u636e\u4e2d\u540c\u65f6\u5b58\u5728\u663e\u5f0f\u548c\u9690\u5f0f\u4e24\u7c7b\u5173\u7cfb\u3002\u4ee5\u7535\u5546\u573a\u666f\u4e3a\u4f8b,\u7528\u6237\u4e0e\u5546\u54c1\u7684\u4ea4\u4e92\u5f62\u6210\u663e\u5f0f\u7684\u884c\u4e3a\u56fe\u8c31,\u800c\u4ea7\u54c1\u8bc4\u8bba\u548c\u63cf\u8ff0\u5219\u6784\u5efa\u4e86\u9690\u5f0f\u7684\u8bed\u4e49\u5173\u8054\u3002\u7cfb\u7edf\u9700\u8981\u540c\u65f6\u7406\u89e3\u548c\u5229\u7528\u8fd9\u4e24\u79cd\u5173\u7cfb,\u4ee5\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u7528\u6237-\u5546\u54c1\u4ea4\u4e92\u9884\u6d4b\u3002<\/p>\n<p>\u00b7<strong>\u4efb\u52a1\u7c7b\u578b\u591a\u5143\u5316<\/strong>\uff1a\u4e0d\u540c\u573a\u666f\u9700\u8981\u7cfb\u7edf\u5177\u5907\u591a\u6837\u5316\u7684\u4efb\u52a1\u5904\u7406\u80fd\u529b\u3002\u5728\u9884\u6d4b\u578b\u4efb\u52a1\u65b9\u9762,\u7cfb\u7edf\u9700\u8981\u5b8c\u6210\u8282\u70b9\u5206\u7c7b\u3001\u94fe\u63a5\u9884\u6d4b\u7b49\u56fe\u5206\u6790\u4efb\u52a1\uff1b\u5728\u751f\u6210\u578b\u4efb\u52a1\u65b9\u9762,\u5219\u9700\u8981\u5904\u7406\u57fa\u4e8e\u56fe\u589e\u5f3a\u7684\u6587\u672c\u751f\u6210\u3001\u77e5\u8bc6\u56fe\u8c31\u95ee\u7b54\u7b49\u3002\u8fd9\u8981\u6c42\u7cfb\u7edf\u80fd\u591f\u7075\u6d3b\u9002\u5e94\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\u8981\u6c42,\u540c\u65f6\u5728\u5904\u7406\u8fc7\u7a0b\u4e2d\u6709\u6548\u5229\u7528\u6570\u636e\u4e2d\u7684\u663e\u5f0f\u5173\u7cfb\u548c\u9690\u5f0f\u8bed\u4e49\u4fe1\u606f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ad7abe4fcc35fa0dc90d9ff19b731e4f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ad7abe4fcc35fa0dc90d9ff19b731e4f.png\"><\/a><\/p>\n<p>\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u672c\u6587\u63d0\u51fa\u4e86GraphAgent\u7cfb\u7edf\uff0c\u8fd9\u662f\u4e00\u4e2a\u521b\u65b0\u7684\u591a\u667a\u80fd\u4f53\u81ea\u52a8\u5316\u6846\u67b6\u3002\u8be5\u7cfb\u7edf\u80fd\u591f\u540c\u65f6\u5904\u7406\u663e\u5f0f\u56fe\u4f9d\u8d56\u5173\u7cfb\u548c\u9690\u5f0f\u56fe\u589e\u5f3a\u8bed\u4e49\u5173\u7cfb\uff0c\u6709\u6548\u652f\u6301\u9884\u6d4b\u6027\u4efb\u52a1\uff08\u5982\u56fe\u7ed3\u6784\u9884\u6d4b\u53ca\u8282\u70b9\u5206\u7c7b\uff09\u548c\u751f\u6210\u6027\u4efb\u52a1\uff08\u5982\u6587\u672c\u751f\u6210\uff09\u3002GraphAgent\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1a<\/p>\n<p>1.<strong>\u56fe\u751f\u6210\u667a\u80fd\u4f53(Graph Generator Agent)<\/strong>: \u901a\u8fc7\u591a\u9636\u8fed\u4ee3\u7684\u77e5\u8bc6\u62bd\u53d6\u548c\u63cf\u8ff0\u589e\u5f3a\u8fc7\u7a0b\uff0c\u81ea\u52a8\u6784\u5efa\u8bed\u4e49\u77e5\u8bc6\u56fe\u8c31(SKG)\uff0c\u4ee5\u53cd\u6620\u590d\u6742\u7684\u8bed\u4e49\u4f9d\u8d56\u5173\u7cfb\u3002\u8be5\u667a\u80fd\u4f53\u4e0d\u4ec5\u80fd\u4ece\u975e\u7ed3\u6784\u5316\u6587\u672c\u4e2d\u8bc6\u522b\u5173\u952e\u5b9e\u4f53\u548c\u6982\u5ff5\uff0c\u8fd8\u80fd\u901a\u8fc7\u77e5\u8bc6\u589e\u5f3a\u6280\u672f\u4e30\u5bcc\u56fe\u8c31\u7684\u8bed\u4e49\u8868\u793a\uff0c\u4e3a\u4e0b\u6e38\u4efb\u52a1\u63d0\u4f9b\u4e30\u5bcc\u7684\u7ed3\u6784\u5316\u77e5\u8bc6\u652f\u6301\u3002<\/p>\n<p>2.<strong>\u4efb\u52a1\u89c4\u5212\u667a\u80fd\u4f53(Task Planning Agent)<\/strong>: \u901a\u8fc7\u667a\u80fd\u4f53\u81ea\u6211\u89c4\u5212\uff0c\u89e3\u8bfb\u7528\u6237\u7684\u591a\u6837\u5316\u67e5\u8be2\u5e76\u5236\u5b9a\u76f8\u5e94\u4efb\u52a1\u3002\u8be5\u667a\u80fd\u4f53\u80fd\u591f\u5c06\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u8f6c\u5316\u4e3a\u660e\u786e\u7684\u4efb\u52a1\u76ee\u6807\uff0c\u540c\u65f6\u5c06\u56fe\u6570\u636e\u8f6c\u6362\u4e3a\u7edf\u4e00\u7684\u5d4c\u5165\u7ed3\u6784\uff0c\u4ee5\u4fbf\u540e\u7eed\u6a21\u5757\u6709\u6548\u5229\u7528\u3002\u5b83\u5b9e\u73b0\u4e86\u4ece\u7528\u6237\u610f\u56fe\u5230\u5177\u4f53\u6267\u884c\u8ba1\u5212\u7684\u667a\u80fd\u6620\u5c04\u3002<\/p>\n<p>3.<strong>\u4efb\u52a1\u6267\u884c\u667a\u80fd\u4f53(Task Execution Agent)<\/strong>: \u57fa\u4e8e\u56fe\u8bed\u8a00\u6a21\u578b\u67b6\u6784\uff0c\u9ad8\u6548\u6267\u884c\u89c4\u5212\u4efb\u52a1\uff0c\u540c\u65f6\u81ea\u52a8\u5339\u914d\u548c\u8c03\u7528\u76f8\u5e94\u5de5\u5177\u6765\u54cd\u5e94\u7528\u6237\u67e5\u8be2\u3002\u8be5\u667a\u80fd\u4f53\u901a\u8fc7\u7279\u6b8a\u7684\u56fe-\u6307\u4ee4\u5bf9\u9f50\u8bad\u7ec3\u548c\u8bfe\u7a0b\u5b66\u4e60\u7b56\u7565\uff0c\u5728\u9884\u6d4b\u6027\u548c\u751f\u6210\u6027\u4efb\u52a1\u4e2d\u90fd\u5c55\u73b0\u51fa\u4f18\u5f02\u6027\u80fd\u3002<\/p>\n<p>\u8fd9\u4e9b\u667a\u80fd\u4f53\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u534f\u4f5c\u673a\u5236\u65e0\u7f1d\u914d\u5408\uff0c\u5c06\u8bed\u8a00\u6a21\u578b\u4e0e\u56fe\u8bed\u8a00\u6a21\u578b\u7684\u4f18\u52bf\u76f8\u7ed3\u5408\uff0c\u6709\u6548\u63ed\u793a\u590d\u6742\u7684\u5173\u7cfb\u4fe1\u606f\u548c\u6570\u636e\u8bed\u4e49\u4f9d\u8d56\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8be5\u6846\u67b6\u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u7684\u56fe\u9884\u6d4b\u548c\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e0a\u90fd\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"GraphAgent%E6%9E%B6%E6%9E%84\"><\/span><strong>GraphAgent\u67b6\u6784<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0cGraphAgent\u63d0\u51fa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u81ea\u52a8\u5316\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u5176\u6bcf\u4e2a\u7ec4\u4ef6\u8be6\u7ec6\u4fe1\u606f\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u56fe\u751f\u6210\u667a\u80fd\u4f53(Graph Generation Agent)<\/strong><\/p>\n<p>\u56fe\u751f\u6210\u667a\u80fd\u4f53\u65e8\u5728\u81ea\u52a8\u6784\u5efa\u8bed\u4e49\u77e5\u8bc6\u56fe\u8c31(Semantic Knowledge Graph, SKG)\uff0c\u901a\u8fc7\u521b\u65b0\u7684\u8fed\u4ee3\u4e24\u9636\u6bb5\u5de5\u4f5c\u6d41\u7a0b\u5b9e\u73b0\u6df1\u5ea6\u7684\u8bed\u4e49\u4fe1\u606f\u6355\u83b7\u3002\u5177\u4f53\u5305\u62ec\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1d55b93094b5ec2fc41233fcc55bc2c0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1d55b93094b5ec2fc41233fcc55bc2c0.png\"><\/a><\/p>\n<p>\u00b7\u77e5\u8bc6\u8282\u70b9\u63d0\u53d6\u9636\u6bb5<\/p>\n<p>1.\u8f93\u5165\u5904\u7406\uff1a\u63a5\u6536\u975e\u7ed3\u6784\u5316\u6587\u672c\u6570\u636e\uff0c\u901a\u8fc7\u5b9a\u5236\u7684\u7cfb\u7edf\u63d0\u793a\u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b(LLM)<\/p>\n<p>2.\u591a\u7c92\u5ea6\u8bc6\u522b\uff1a\u91c7\u7528\u8fed\u4ee3\u5f0f\u7b56\u7565\uff0c\u540c\u65f6\u6355\u83b7\u4e0d\u540c\u5c42\u6b21\u7684\u77e5\u8bc6\u5b9e\u4f53<\/p>\n<p style=\"margin-left: 20px\">o\u9ad8\u5c42\u6982\u5ff5\uff1a\u5982&#8221;Machine Learning&#8221;\u7b49\u9886\u57df\u6982\u5ff5<\/p>\n<p style=\"margin-left: 20px\">o\u7ec6\u7c92\u5ea6\u5b9e\u4f53\uff1a&#8221;Self-Supervised Learning&#8221;\u7b49\u5177\u4f53\u6280\u672f<\/p>\n<p>3.\u5206\u5c42\u67b6\u6784\uff1a\u901a\u8fc7\u591a\u8f6e\u8fed\u4ee3\u5f62\u6210\u5c42\u6b21\u5316\u7684\u77e5\u8bc6\u4f53\u7cfb\u7ed3\u6784<\/p>\n<p>\u00b7\u77e5\u8bc6\u63cf\u8ff0\u589e\u5f3a\u9636\u6bb5<\/p>\n<p>1.\u8282\u70b9\u4e30\u5bcc\uff1a\u4e3a\u6bcf\u4e2a\u63d0\u53d6\u7684\u8282\u70b9\u751f\u6210\u8be6\u7ec6\u7684\u6587\u672c\u63cf\u8ff0<\/p>\n<p>2.\u4e0a\u4e0b\u6587\u6574\u5408\uff1a\u878d\u5165\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u63d0\u4f9b\u5b8c\u6574\u7684\u77e5\u8bc6\u8868\u793a<\/p>\n<p>3.\u8fed\u4ee3\u4f18\u5316\uff1a\u91c7\u7528\u521b\u65b0\u7684\u8fed\u4ee3\u66f4\u65b0\u673a\u5236<\/p>\n<ul style=\"list-style-type: circle\">\n<li>\u5c06\u524d\u4e00\u8f6e\u63cf\u8ff0\u4f5c\u4e3a\u4e0b\u4e00\u8f6e\u8f93\u5165<\/li>\n<li>\u6301\u7eed\u6269\u5145\u548c\u7cbe\u70bc\u77e5\u8bc6\u5185\u5bb9<\/li>\n<li>\u6700\u7ec8\u5408\u5e76\u591a\u8f6e\u7ed3\u679c\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u8bed\u4e49\u56fe\u8c31<\/li>\n<\/ul>\n<p><strong>\u4efb\u52a1\u89c4\u5212\u667a\u80fd\u4f53(Task Planning Agent)<\/strong><\/p>\n<p>\u4f5c\u4e3a\u6846\u67b6\u7684\u51b3\u7b56\u4e2d\u67a2\uff0c\u4efb\u52a1\u89c4\u5212\u667a\u80fd\u4f53\u901a\u8fc7\u4e09\u4e2a\u5173\u952e\u9636\u6bb5\u5b8c\u6210\u4efb\u52a1\u89c4\u5212\uff1a<\/p>\n<p>\u00b7\u610f\u56fe\u8bc6\u522b\u4e0e\u4efb\u52a1\u5236\u5b9a<\/p>\n<p>1.\u67e5\u8be2\u89e3\u6790\uff1a\u6df1\u5ea6\u7406\u89e3\u7528\u6237\u8f93\u5165\u610f\u56fe<\/p>\n<p>2.\u4efb\u52a1\u5206\u7c7b\uff1a\u652f\u6301\u4e09\u7c7b\u6838\u5fc3\u4efb\u52a1<\/p>\n<ul style=\"list-style-type: circle\">\n<li>opredictive_predefined\uff1a\u9884\u5b9a\u4e49\u56fe\u7684\u9884\u6d4b<\/li>\n<li>opredictive_wild\uff1a\u975e\u9884\u5b9a\u4e49\u56fe\u7684\u9884\u6d4b<\/li>\n<li>oopen_generation\uff1a\u5f00\u653e\u5f0f\u751f\u6210\u4efb\u52a1<\/li>\n<\/ul>\n<p>\u00b7\u56fe-\u7b26\u53f7\u6620\u5c04<\/p>\n<p>1.\u7edf\u4e00\u5904\u7406\uff1a\u4f7f\u7528\u56fe\u6784\u5efa\u5de5\u5177(GBW_Tool)\u8f6c\u6362\u56fe\u7ed3\u6784<\/p>\n<p>2.\u53cc\u91cd\u652f\u6301\uff1a\u540c\u65f6\u5904\u7406\u663e\u5f0f\u56fe(G_exp)\u548c\u8bed\u4e49\u77e5\u8bc6\u56fe(G_skg)<\/p>\n<p>3.\u6807\u51c6\u5316\u8868\u793a\uff1a\u91c7\u7528\u7edf\u4e00\u7684\u5f02\u6784\u56fe\u8868\u793a\u65b9\u5f0f<\/p>\n<p>\u00b7\u56fe\u7b26\u53f7\u5316<\/p>\n<p>4.\u53cc\u5c42\u7f16\u7801\uff1a\u96c6\u6210\u9884\u8bad\u7ec3\u6587\u672c\u7f16\u7801\u5668\u548c\u56fe\u795e\u7ecf\u7f51\u7edc<\/p>\n<p>5.\u7279\u5f81\u878d\u5408\uff1a\u751f\u6210\u6587\u672c\u548c\u56fe\u7ed3\u6784\u7684\u53cc\u91cd\u8868\u793a<\/p>\n<p>6.\u4fe1\u606f\u6574\u5408\uff1a\u4e3a\u540e\u7eed\u4efb\u52a1\u63d0\u4f9b\u4e30\u5bcc\u7684\u7279\u5f81\u57fa\u7840<\/p>\n<p><strong>\u56fe\u52a8\u4f5c\u667a\u80fd\u4f53(Graph Action Agent)<\/strong><\/p>\n<p>\u4f5c\u4e3a\u6846\u67b6\u7684\u6267\u884c\u5355\u5143\uff0c\u56fe\u52a8\u4f5c\u667a\u80fd\u4f53\u901a\u8fc7\u7cbe\u7ec6\u7684\u8bbe\u8ba1\u5b9e\u73b0\u9ad8\u6548\u4efb\u52a1\u5904\u7406\uff1a<\/p>\n<p>\u00b7\u8de8\u4efb\u52a1\u5904\u7406\u673a\u5236<\/p>\n<p>1.\u9884\u6d4b\u4efb\u52a1\uff1a\u901a\u8fc7\u5b9a\u5236\u5316\u7cfb\u7edf\u63d0\u793a\u5f15\u5bfc\u6a21\u578b\u9884\u6d4b<\/p>\n<p>2.\u751f\u6210\u4efb\u52a1\uff1a\u5229\u7528\u8bed\u4e49\u77e5\u8bc6\u56fe\u589e\u5f3a\u6587\u672c\u751f\u6210\u8d28\u91cf<\/p>\n<p>3.\u5dee\u5f02\u5316\u7b56\u7565\uff1a\u9488\u5bf9\u4e0d\u540c\u4efb\u52a1\u7c7b\u578b\u4f18\u5316\u5904\u7406\u6d41\u7a0b<\/p>\n<p>\u00b7\u56fe-\u6307\u4ee4\u5bf9\u9f50\u4f18\u5316<\/p>\n<p>4.\u7c7b\u578b\u5185\u5bf9\u9f50\uff1a\u589e\u5f3a\u7279\u5b9a\u7c7b\u578b\u56fe\u5d4c\u5165\u7684\u7406\u89e3<\/p>\n<p>5.\u7c7b\u578b\u95f4\u5bf9\u9f50\uff1a\u63d0\u5347\u5f02\u6784\u5173\u7cfb\u7684\u5904\u7406\u80fd\u529b<\/p>\n<p>6.\u53cc\u91cd\u673a\u5236\uff1a\u663e\u8457\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u6027\u80fd<\/p>\n<p>\u00b7\u4efb\u52a1\u5fae\u8c03\u7b56\u7565<\/p>\n<p>7.\u8bfe\u7a0b\u5b66\u4e60\uff1a\u4ece\u7b80\u5355\u4efb\u52a1\u9010\u6b65\u8fc7\u6e21\u5230\u590d\u6742\u4efb\u52a1<\/p>\n<p>8.\u6e10\u8fdb\u8bad\u7ec3\uff1a\u7cbe\u5fc3\u8bbe\u8ba1\u4efb\u52a1\u5e8f\u5217\u786e\u4fdd\u5b66\u4e60\u6548\u679c<\/p>\n<p>9.\u6027\u80fd\u4f18\u5316\uff1a\u5728\u5404\u7c7b\u4efb\u52a1\u4e0a\u5b9e\u73b0\u7a33\u5b9a\u8868\u73b0<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E9%AA%8C\"><\/span><strong>\u5b9e\u9a8c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u6570\u636e\u96c6\u8bbe\u7f6e<\/strong><\/p>\n<p>\u672c\u6587\u5b9e\u9a8c\u91c7\u7528\u4e866\u4e2a\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u96c6\u8fdb\u884c\u5168\u9762\u8bc4\u4f30\u3002\u4eceTable 1\u53ef\u4ee5\u770b\u51fa,\u8fd9\u4e9b\u6570\u636e\u96c6\u5177\u6709\u4e0d\u540c\u7684\u7279\u70b9\u548c\u4efb\u52a1\u7c7b\u578b:<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-61a8a98d2371a2b65b7ec7a424b77178.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-61a8a98d2371a2b65b7ec7a424b77178.png\"><\/a><\/p>\n<p>\u4e3a\u4e86\u5168\u9762\u8bc4\u4f30GraphAgent\u5728\u4e0d\u540c\u4efb\u52a1\u573a\u666f\u4e0b\u7684\u6027\u80fd,\u6211\u4eec\u91c7\u7528\u4e866\u4e2a\u5177\u6709\u4ee3\u8868\u6027\u7684\u6570\u636e\u96c6\u8fdb\u884c\u5b9e\u9a8c\u9a8c\u8bc1\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u53ef\u4ee5\u5206\u4e3a\u4e09\u7c7b:1) \u7ed3\u6784\u5316\u56fe\u6570\u636e\u96c6,\u5305\u62ec\u7528\u4e8e\u8282\u70b9\u5206\u7c7b\u7684IMDB(11,616\u4e2a\u8282\u70b9)\u548cACM(10,942\u4e2a\u8282\u70b9)\u6570\u636e\u96c6;2) \u6587\u672c\u6570\u636e\u96c6,\u5305\u62ec\u7528\u4e8e\u6587\u6863\u5206\u7c7b\u7684Arxiv-Papers(153,555\u4e2aSKG\u8282\u70b9)\u548c\u7528\u4e8e\u8bba\u6587\u5f55\u7528\u9884\u6d4b\u7684ICLR-Peer Reviews(161,592\u4e2aSKG\u8282\u70b9)\u6570\u636e\u96c6;3) \u751f\u6210\u578b\u6570\u636e\u96c6,\u5305\u62ec\u7528\u4e8e\u76f8\u5173\u5de5\u4f5c\u751f\u6210\u7684Related Work Generation(\u5305\u542b875,921\u4e2aSKG\u8282\u70b9,\u57fa\u4e8e\u591a\u7bc7\u8bba\u6587\u6784\u5efa)\u548c\u7528\u4e8e\u957f\u6587\u6863\u6458\u8981\u7684GovReport(15,621\u4e2aSKG\u8282\u70b9)\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u5728\u89c4\u6a21\u3001\u4efb\u52a1\u7c7b\u578b\u548c\u590d\u6742\u5ea6\u4e0a\u90fd\u5177\u6709\u663e\u8457\u5dee\u5f02,\u80fd\u591f\u5f88\u597d\u5730\u9a8c\u8bc1\u6a21\u578b\u5728\u4e0d\u540c\u5e94\u7528\u573a\u666f\u4e0b\u7684\u8868\u73b0\u3002\u7279\u522b\u662f,\u6211\u4eec\u7684\u6570\u636e\u96c6\u9009\u62e9\u540c\u65f6\u6db5\u76d6\u4e86\u9700\u8981\u5904\u7406\u7ed3\u6784\u5316\u56fe\u5173\u7cfb\u7684\u4efb\u52a1\u548c\u9700\u8981\u7406\u89e3\u8bed\u4e49\u4f9d\u8d56\u7684\u4efb\u52a1,\u8fd9\u4e0eGraphAgent\u7684\u8bbe\u8ba1\u76ee\u6807\u9ad8\u5ea6\u543b\u5408\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u6548\u679c\u5206\u6790<\/strong><\/p>\n<p>1.<strong>\u7ed3\u6784\u5316\u56fe\u9884\u6d4b\u6027\u80fd<\/strong><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u9996\u5148\u901a\u8fc7\u96f6\u6837\u672c\u5b66\u4e60\u6846\u67b6\u8bc4\u4f30\u4e86GraphAgent\u5728\u7ed3\u6784\u5316\u56fe\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002\u5177\u4f53\u5b9e\u9a8c\u8bbe\u7f6e\u4e3a\u5728IMDB\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5c11\u6837\u672c\u8bad\u7ec3(1-shot\u548c40-shot)\uff0c\u968f\u540e\u5728ACM\u6570\u636e\u96c6\u76841000\u4e2a\u672a\u89c1\u8282\u70b9\u4e0a\u8fdb\u884c\u8bc4\u4f30\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cGraphAgent\u76f8\u6bd4\u5f53\u524d\u6700\u5148\u8fdb\u7684\u56fe\u8bed\u8a00\u6a21\u578bHiGPT\uff0c\u5728\u6240\u6709\u8bc4\u4f30\u6307\u6807\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u63d0\u5347\uff0c\u5e73\u5747\u6539\u8fdb\u5e45\u5ea6\u8d85\u8fc728%\u3002\u572840-shot\u8bbe\u7f6e\u4e0b\u7684\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\uff0cMicro-F1\u3001Macro-F1\u548cAUC\u5206\u522b\u8fbe\u523074.98%\u300174.98%\u548c80.90%\uff0c\u76f8\u6bd4\u57fa\u51c6\u6a21\u578b\u5206\u522b\u63d0\u5347\u4e8648.5%\u300163.5%\u548c27.2%\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-72a710c2b1aeafbafb68dcf30d791574.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-72a710c2b1aeafbafb68dcf30d791574.png\"><\/a><\/p>\n<p>\u8fd9\u4e9b\u6027\u80fd\u4e0a\u7684\u663e\u8457\u63d0\u5347\u4e3b\u8981\u5f97\u76ca\u4e8eGraphAgent\u7684\u4e09\u4e2a\u6838\u5fc3\u521b\u65b0\uff1a<\/p>\n<p>\u00b7\u667a\u80fd\u56fe\u751f\u6210\u673a\u5236: \u901a\u8fc7\u56fe\u751f\u6210\u667a\u80fd\u4f53\u81ea\u52a8\u6784\u5efa\u8bed\u4e49\u77e5\u8bc6\u56fe\u8c31(SKG),\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e30\u5bcc\u7684\u8865\u5145\u4fe1\u606f,\u6709\u6548\u589e\u5f3a\u4e86\u6a21\u578b\u5bf9\u590d\u6742\u8bed\u4e49\u5173\u7cfb\u7684\u7406\u89e3\u80fd\u529b\u3002<\/p>\n<p>\u00b7\u7cbe\u786e\u4efb\u52a1\u89c4\u5212: 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\u521b\u65b0\u6027\u5730\u7ed3\u5408\u4e86\u56fe\u6587\u5bf9\u9f50\u548c\u4efb\u52a1\u5fae\u8c03\u4e24\u79cd\u673a\u5236,\u4e0d\u4ec5\u63d0\u5347\u4e86\u6a21\u578b\u7684\u57fa\u7840\u80fd\u529b,\u8fd8\u589e\u5f3a\u4e86\u5176\u8fc1\u79fb\u5b66\u4e60\u6f5c\u529b\u3002\u8fd9\u4e00\u673a\u5236\u4f7f\u5f97GraphAgent\u5373\u4f7f\u57281-shot\u7b49\u4f4e\u8d44\u6e90\u573a\u666f\u4e0b\u4f9d\u7136\u4fdd\u6301\u7a33\u5b9a\u7684\u6027\u80fd,\u5c55\u73b0\u51fa\u5728\u96f6\u6837\u672c\u5b66\u4e60\u7b49\u5177\u6709\u6311\u6218\u6027\u4efb\u52a1\u4e2d\u7684\u5353\u8d8a\u8868\u73b0\u3002<\/p>\n<p>2.<strong>\u9690\u5f0f\u8bed\u4e49\u4f9d\u8d56\u5173\u7cfb\u7684\u9884\u6d4b\u4efb\u52a1<\/strong><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u8fdb\u4e00\u6b65\u8bc4\u4f30\u4e86GraphAgent\u5728\u5904\u7406\u9690\u5f0f\u8bed\u4e49\u4f9d\u8d56\u5173\u7cfb\u7684\u9884\u6d4b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u5b9e\u9a8c\u5728Arxiv-Papers\u548cICLR-Peer Reviews\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c,\u5206\u522b\u8003\u5bdf\u4e86\u8bba\u6587\u5206\u7c7b\u548c\u5f55\u7528\u9884\u6d4b\u8fd9\u4e24\u4e2a\u5178\u578b\u573a\u666f\u3002GraphAgent\u5c55\u73b0\u51fa\u4e86\u4e09\u4e2a\u663e\u8457\u4f18\u52bf:<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c02430a634a173e9df23a8df9fff34a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c02430a634a173e9df23a8df9fff34a1.png\"><\/a><\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u5c55\u73b0\u4e86GraphAgent\u7684\u4e09\u4e2a\u6838\u5fc3\u4f18\u52bf:<\/p>\n<p>\u00b7\u5c0f\u6a21\u578b\u5b9e\u73b0\u5927\u6027\u80fd: \u4ec5\u67098B\u53c2\u6570\u89c4\u6a21\u7684GraphAgent\u5728\u5404\u9879\u8bc4\u4f30\u6307\u6807\u4e0a\u663e\u8457\u8d85\u8d8a\u4e86\u5305\u62ecLlama3-70b\u548cQwen2-72b\u5728\u5185\u7684\u5927\u89c4\u6a21\u6a21\u578b,\u5e73\u5747\u6027\u80fd\u63d0\u5347\u8fbe31.9%\u3002\u8fd9\u4e3b\u8981\u5f97\u76ca\u4e8e\u5176\u901a\u8fc7\u8bed\u4e49\u77e5\u8bc6\u56fe\u8c31(SKG)\u6709\u6548\u6355\u6349\u590d\u6742\u8bed\u4e49\u4f9d\u8d56\u5173\u7cfb,\u5e76\u5728\u591a\u4e2a\u8bed\u4e49\u5c42\u6b21\u4e0a\u5b9e\u73b0\u4e86\u5c40\u90e8\u548c\u5168\u5c40\u4fe1\u606f\u7684\u6709\u6548\u6574\u5408\u3002<\/p>\n<p>\u00b7\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b: GraphAgent\u5c55\u73b0\u51fa\u4f18\u79c0\u7684\u8de8\u4efb\u52a1\u5b66\u4e60\u80fd\u529b,\u5176\u591a\u4efb\u52a1\u53d8\u4f53GraphAgent-General\u5728Arxiv-Papers\u6570\u636e\u96c6\u4e0a\u751a\u81f3\u8d85\u8d8a\u4e86\u4e13\u95e8\u4f18\u5316\u7684\u5355\u4efb\u52a1\u7248\u672c\u3002\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f,\u5373\u4f7f\u5728\u96f6\u6837\u672c\u573a\u666f\u4e0b,8B\u89c4\u6a21\u7684GraphAgent\u4e5f\u80fd\u8fbe\u5230Deepseek-Chat-V2\u7b49\u5927\u578b\u95ed\u6e90\u6a21\u578b\u7684\u6027\u80fd\u6c34\u5e73\u3002<\/p>\n<p>\u00b7\u9ad8\u6548\u7684\u67b6\u6784\u8bbe\u8ba1: \u76f8\u6bd4\u4f20\u7edf\u7684\u76d1\u7763\u5fae\u8c03(SFT)\u65b9\u6cd5\u548cGraphRAG\u7cfb\u7edf,GraphAgent\u901a\u8fc7\u6574\u5408\u8bed\u4e49\u77e5\u8bc6\u56fe\u8c31\u548c\u7ed3\u6784\u5316\u77e5\u8bc6\u8868\u793a,\u4e0d\u4ec5\u63d0\u5347\u4e86\u6a21\u578b\u6027\u80fd,\u8fd8\u663e\u8457\u964d\u4f4e\u4e86\u8f93\u5165\u5f00\u9500,\u540c\u65f6\u6709\u6548\u7f13\u89e3\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5e7b\u89c9\u95ee\u9898\u3002<\/p>\n<p>3.<strong>\u6587\u672c\u751f\u6210\u4efb\u52a1<\/strong><\/p>\n<p>GraphAgent\u5728\u56fe\u589e\u5f3a\u6587\u672c\u751f\u6210\u4efb\u52a1\u7684\u5b9e\u9a8c\u8bc4\u4f30\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u6210\u679c,\u4e3b\u8981\u4f53\u73b0\u5728\u6027\u80fd\u8bc4\u4f30\u3001\u4e0e\u4e3b\u6d41\u6a21\u578b\u7684\u5bf9\u6bd4\u4ee5\u53ca\u67b6\u6784\u6548\u7387\u4e09\u4e2a\u65b9\u9762\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-84878939f027a1361ad5004a4c648083.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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