{"id":34543,"date":"2024-12-08T16:56:32","date_gmt":"2024-12-08T08:56:32","guid":{"rendered":"https:\/\/17aitech.com\/?p=34543"},"modified":"2024-12-08T16:56:32","modified_gmt":"2024-12-08T08:56:32","slug":"%e5%be%ae%e8%bd%af%e5%bc%80%e6%ba%90%e7%9a%84graphrag%e7%88%86%e7%81%ab%ef%bc%8cgithub-star%e9%87%8f%e7%a0%b4%e4%b8%87%ef%bc%8c%e7%94%9f%e6%88%90%e5%bc%8fai%e8%bf%9b%e5%85%a5%e7%9f%a5%e8%af%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34543","title":{"rendered":"\u5fae\u8f6f\u5f00\u6e90\u7684GraphRAG\u7206\u706b\uff0cGithub Star\u91cf\u7834\u4e07\uff0c\u751f\u6210\u5f0fAI\u8fdb\u5165\u77e5\u8bc6\u56fe\u8c31\u65f6\u4ee3\uff1f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-15-13\" target=\"_blank\">\u5fae\u8f6f\u5f00\u6e90\u7684GraphRAG\u7206\u706b\uff0cGithub Star\u91cf\u7834\u4e07\uff0c\u751f\u6210\u5f0fAI\u8fdb\u5165\u77e5\u8bc6\u56fe\u8c31\u65f6\u4ee3\uff1f<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"10\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<p><mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u4ece\u4e0d\u9000\u73af\u5883\uff01<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>LLM \u5f88\u5f3a\u5927\uff0c\u4f46\u4e5f\u5b58\u5728\u4e00\u4e9b\u660e\u663e\u7f3a\u70b9\uff0c\u6bd4\u5982\u5e7b\u89c9\u95ee\u9898\u3001\u53ef\u89e3\u91ca\u6027\u5dee\u3001\u6293\u4e0d\u4f4f\u95ee\u9898\u91cd\u70b9\u3001\u9690\u79c1\u548c\u5b89\u5168\u95ee\u9898\u7b49\u3002\u68c0\u7d22\u589e\u5f3a\u5f0f\u751f\u6210\uff08RAG\uff09\u53ef\u5927\u5e45\u63d0\u5347 LLM \u7684\u751f\u6210\u8d28\u91cf\u548c\u7ed3\u679c\u6709\u7528\u6027\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6708\u521d\uff0c\u5fae\u8f6f\u53d1\u5e03\u6700\u5f3a RAG <mark data-type=\"concepts\" data-id=\"6d74712b-ff57-46af-bd46-cd8e9fc29d20\">\u77e5\u8bc6\u5e93<\/mark>\u5f00\u6e90\u65b9\u6848 GraphRAG\uff0c\u9879\u76ee\u4e0a\u7ebf\u5373\u7206\u706b\uff0c\u73b0\u5728\u661f\u6807\u91cf\u5df2\u7ecf\u8fbe\u5230 10.5 k\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e68060acd89267c7c1ccbd503a3ae429.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e68060acd89267c7c1ccbd503a3ae429.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/microsoft\/graphrag<\/section>\n<\/li>\n<li>\n<section>\u5b98\u65b9\u6587\u6863\uff1ahttps:\/\/microsoft.github.io\/graphrag\/<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6709\u4eba\u8868\u793a\uff0c\u5b83\u6bd4\u666e\u901a\u7684 RAG \u66f4\u5f3a\u5927\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-238d494f625f6d6e8bc727b67381017f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-238d494f625f6d6e8bc727b67381017f.png\"><\/a><\/section>\n<section>GraphRAG \u4f7f\u7528 LLM \u751f\u6210<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\uff0c\u5728\u5bf9\u590d\u6742\u4fe1\u606f\u8fdb\u884c\u6587\u6863\u5206\u6790\u65f6\u53ef\u663e\u8457\u63d0\u9ad8\u95ee\u7b54\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u79c1\u6709\u6570\u636e\u65f6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5b36963f8981299fc531cc54795a55cf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5b36963f8981299fc531cc54795a55cf.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 GraphRAG \u548c\u4f20\u7edf RAG \u5bf9\u6bd4\u7ed3\u679c<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u73b0\u5982\u4eca\uff0cRAG \u662f\u4e00\u79cd\u4f7f\u7528\u771f\u5b9e\u4e16\u754c\u4fe1\u606f\u6539\u8fdb LLM \u8f93\u51fa\u7684\u6280\u672f\uff0c\u662f\u5927\u591a\u6570\u57fa\u4e8e LLM \u7684\u5de5\u5177\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\uff0c\u4e00\u822c\u800c\u8a00\uff0cRAG \u4f7f\u7528\u5411\u91cf\u76f8\u4f3c\u6027\u4f5c\u4e3a\u641c\u7d22\uff0c\u79f0\u4e4b\u4e3a Baseline RAG\uff08<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>RAG\uff09\u3002\u4f46 Baseline RAG \u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u8868\u73b0\u5e76\u4e0d\u5b8c\u7f8e\u3002\u4f8b\u5982\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Baseline RAG \u96be\u4ee5\u5c06\u5404\u4e2a\u70b9\u8fde\u63a5\u8d77\u6765\u3002\u5f53\u56de\u7b54\u95ee\u9898\u9700\u8981\u901a\u8fc7\u5171\u4eab\u5c5e\u6027\u904d\u5386\u4e0d\u540c\u7684\u4fe1\u606f\u7247\u6bb5\u4ee5\u63d0\u4f9b\u65b0\u7684\u7efc\u5408\u89c1\u89e3\u65f6\uff0c\u5c31\u4f1a\u53d1\u751f\u8fd9\u79cd\u60c5\u51b5\uff1b<\/section>\n<\/li>\n<li>\n<section>\u5f53\u88ab\u8981\u6c42\u5168\u9762\u7406\u89e3\u5927\u578b\u6570\u636e\u96c6\u751a\u81f3\u5355\u4e2a\u5927\u578b\u6587\u6863\u4e2d\u7684\u603b\u7ed3\u8bed\u4e49\u6982\u5ff5\u65f6\uff0cBaseline RAG \u8868\u73b0\u4e0d\u4f73\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5fae\u8f6f\u63d0\u51fa\u7684 GraphRAG \u5229\u7528 LLM \u6839\u636e\u8f93\u5165\u7684\u6587\u672c\u5e93\u521b\u5efa\u4e00\u4e2a<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002\u8fd9\u4e2a\u56fe\u8c31\u7ed3\u5408\u793e\u533a\u6458\u8981\u548c\u56fe<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u7684\u8f93\u51fa\uff0c\u5728<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u65f6\u589e\u5f3a\u63d0\u793a\u3002GraphRAG \u5728\u56de\u7b54\u4e0a\u8ff0\u4e24\u7c7b\u95ee\u9898\u65f6\u663e\u793a\u51fa\u663e\u8457\u7684\u6539\u8fdb\uff0c\u5c55\u73b0\u4e86\u5728\u5904\u7406\u79c1\u6709\u6570\u636e\u96c6\u4e0a\u8d85\u8d8a\u4ee5\u5f80\u65b9\u6cd5\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0c\u968f\u7740\u5927\u5bb6\u5bf9 GraphRAG \u7684\u6df1\u5165\u4e86\u89e3\uff0c\u4ed6\u4eec\u53d1\u73b0\u5176\u539f\u7406\u548c\u5185\u5bb9\u771f\u7684\u8ba9\u4eba\u5f88\u96be\u7406\u89e3\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5fe12e7c357701a1599d92a8fec0ca7e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-5fe12e7c357701a1599d92a8fec0ca7e.png\"><\/a><\/p>\n<section>\u8fd1\u65e5\uff0c<mark data-type=\"institutions\" data-id=\"f719e16a-6e2d-4d9f-9d52-b570fe30efb9\">Neo4j<\/mark> \u516c\u53f8 CTO Philip Rathle \u53d1\u5e03\u4e86\u4e00\u7bc7\u6807\u9898\u4e3a\u300aGraphRAG \u5ba3\u8a00\uff1a\u5c06\u77e5\u8bc6\u52a0\u5165\u5230\u751f\u6210\u5f0f AI \u4e2d\u300b\u7684\u535a\u5ba2\u6587\u7ae0\uff0cRathle \u7528\u901a\u4fd7\u6613\u61c2\u7684\u8bed\u8a00\u8be6\u7ec6\u4ecb\u7ecd\u4e86 GraphRAG \u7684\u539f\u7406\u3001\u4e0e\u4f20\u7edf RAG \u7684\u533a\u522b\u3001GraphRAG \u7684\u4f18\u52bf\u7b49\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u8868\u793a\uff1a\u300c\u4f60\u7684\u4e0b\u4e00\u4e2a\u751f\u6210\u5f0f AI \u5e94\u7528\u5f88\u53ef\u80fd\u5c31\u4f1a\u7528\u4e0a<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-63c2b4bb67a5d93c1c1bb20e8f2d4187.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-63c2b4bb67a5d93c1c1bb20e8f2d4187.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<mark data-type=\"institutions\" data-id=\"f719e16a-6e2d-4d9f-9d52-b570fe30efb9\">Neo4j<\/mark> CTO Philip Rathle<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u6765\u770b\u8fd9\u7bc7\u6587\u7ae0\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u6b63\u5728\u9010\u6e10\u8ba4\u8bc6\u5230\u8fd9\u4e00\u70b9\uff1a\u8981\u4f7f\u7528\u751f\u6210\u5f0f AI \u505a\u4e00\u4e9b\u771f\u6b63\u6709\u610f\u4e49\u7684\u4e8b\u60c5\uff0c\u4f60\u5c31\u4e0d\u80fd\u53ea\u4f9d\u9760\u81ea\u56de\u5f52 LLM \u6765\u5e2e\u4f60\u505a\u51b3\u5b9a\u3002<\/section>\n<section><\/section>\n<section>\u6211\u77e5\u9053\u4f60\u5728\u60f3\u4ec0\u4e48\uff1a\u300c\u7528 RAG \u5440\u3002\u300d\u6216\u8005\u5fae\u8c03\uff0c\u53c8\u6216\u8005\u7b49\u5f85 GPT-5\u3002<\/section>\n<section><\/section>\n<section>\u662f\u7684\u3002\u57fa\u4e8e\u5411\u91cf\u7684\u68c0\u7d22\u589e\u5f3a\u5f0f\u751f\u6210\uff08RAG\uff09\u548c\u5fae\u8c03\u7b49\u6280\u672f\u80fd\u5e2e\u5230\u4f60\u3002\u800c\u4e14\u5b83\u4eec\u4e5f\u786e\u5b9e\u80fd\u8db3\u591f\u597d\u5730\u89e3\u51b3\u67d0\u4e9b\u7528\u4f8b\u3002\u4f46\u6709\u4e00\u7c7b\u7528\u4f8b\u5374\u4f1a\u8ba9\u6240\u6709\u8fd9\u4e9b\u6280\u672f\u6298\u621f\u6c89\u6c99\u3002<\/section>\n<section><\/section>\n<section>\u9488\u5bf9\u5f88\u591a\u95ee\u9898\uff0c\u57fa\u4e8e\u5411\u91cf\u7684 RAG\uff08\u4ee5\u53ca\u5fae\u8c03\uff09\u7684\u89e3\u51b3\u65b9\u6cd5\u672c\u8d28\u4e0a\u5c31\u662f\u589e\u5927\u6b63\u786e\u7b54\u6848\u7684\u6982\u7387\u3002\u4f46\u662f\u8fd9\u4e24\u79cd\u6280\u672f\u90fd\u65e0\u6cd5\u63d0\u4f9b\u6b63\u786e\u7b54\u6848\u7684\u786e\u5b9a\u7a0b\u5ea6\u3002\u5b83\u4eec\u901a\u5e38\u7f3a\u4e4f\u80cc\u666f\u4fe1\u606f\uff0c\u96be\u4ee5\u4e0e\u4f60\u5df2\u7ecf\u77e5\u9053\u7684\u4e1c\u897f\u5efa\u7acb\u8054\u7cfb\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u5de5\u5177\u4e5f\u4e0d\u4f1a\u63d0\u4f9b\u7ebf\u7d22\u8ba9\u4f60\u4e86\u89e3\u7279\u5b9a\u51b3\u7b56\u7684\u539f\u56e0\u3002<\/section>\n<section><\/section>\n<section>\u8ba9\u6211\u4eec\u628a\u89c6\u7ebf\u8f6c\u56de 2012 \u5e74\uff0c\u90a3\u65f6\u5019\u8c37\u6b4c\u63a8\u51fa\u4e86\u81ea\u5df1\u7684\u7b2c\u4e8c\u4ee3\u641c\u7d22\u5f15\u64ce\uff0c\u5e76\u53d1\u5e03\u4e86\u4e00\u7bc7\u6807\u5fd7\u6027\u7684\u535a\u5ba2\u6587\u7ae0\u300aIntroducing the Knowledge Graph: things, not strings\u300b\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u5982\u679c\u5728\u6267\u884c\u5404\u79cd\u5b57\u7b26\u4e32\u5904\u7406\u4e4b\u5916\u518d\u4f7f\u7528<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u6765\u7ec4\u7ec7\u6240\u6709\u7f51\u9875\u4e2d\u7528\u5b57\u7b26\u4e32\u8868\u793a\u7684\u4e8b\u7269\uff0c\u90a3\u4e48\u6709\u53ef\u80fd\u4e3a\u641c\u7d22\u5e26\u6765\u98de\u8dc3\u5f0f\u7684\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>\u73b0\u5728\uff0c\u751f\u6210\u5f0f AI \u9886\u57df\u4e5f\u51fa\u73b0\u4e86\u7c7b\u4f3c\u7684\u6a21\u5f0f\u3002\u5f88\u591a\u751f\u6210\u5f0f AI \u9879\u76ee\u90fd\u9047\u5230\u4e86\u74f6\u9888\uff0c\u5176\u751f\u6210\u7ed3\u679c\u7684\u8d28\u91cf\u53d7\u9650\u4e8e\u8fd9\u4e00\u4e8b\u5b9e\uff1a\u89e3\u51b3\u65b9\u6848\u5904\u7406\u7684\u662f\u5b57\u7b26\u4e32\uff0c\u800c\u975e\u4e8b\u7269\u3002<\/section>\n<section><\/section>\n<section>\u5feb\u8fdb\u5230\u4eca\u5929\uff0c\u524d\u6cbf\u7684 AI \u5de5\u7a0b\u5e08\u548c\u5b66\u672f\u7814\u7a76\u8005\u4eec\u91cd\u65b0\u53d1\u73b0\u4e86\u8c37\u6b4c\u66fe\u7ecf\u7684\u53d1\u73b0\uff1a\u6253\u7834\u8fd9\u9053\u74f6\u9888\u7684\u79d8\u8bc0\u5c31\u662f<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5c31\u662f\u5c06\u6709\u5173\u4e8b\u7269\u7684\u77e5\u8bc6\u5f15\u5165\u5230\u57fa\u4e8e\u7edf\u8ba1\u7684\u6587\u672c\u6280\u672f\u4e2d\u3002\u5176\u5de5\u4f5c\u65b9\u5f0f\u5c31\u7c7b\u4f3c\u4e8e\u5176\u5b83 RAG\uff0c\u53ea\u4e0d\u8fc7\u9664\u4e86\u5411\u91cf\u7d22\u5f15\u5916\u8fd8\u8981\u8c03\u7528<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002\u4e5f\u5c31\u662f\uff1aGraphRAG\uff01\uff08GraphRAG = <mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark> + RAG\uff09<\/section>\n<section><\/section>\n<section>\u672c\u6587\u7684\u76ee\u6807\u662f\u5168\u9762\u4e14\u6613\u61c2\u5730\u4ecb\u7ecd GraphRAG\u3002\u7814\u7a76\u8868\u660e\uff0c\u5982\u679c\u5c06\u4f60\u7684\u6570\u636e\u6784\u5efa\u6210<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u5e76\u901a\u8fc7 RAG \u6765\u4f7f\u7528\u5b83\uff0c\u5c31\u80fd\u4e3a\u4f60\u5e26\u6765\u591a\u79cd\u5f3a\u52b2\u4f18\u52bf\u3002\u6709\u5927\u91cf\u7814\u7a76\u8bc1\u660e\uff0c\u76f8\u6bd4\u4e8e\u4ec5\u4f7f\u7528\u666e\u901a\u5411\u91cf\u7684 RAG\uff0cGraphRAG \u80fd\u66f4\u597d\u5730\u56de\u7b54\u4f60\u5411 LLM \u63d0\u51fa\u7684\u5927\u90e8\u5206\u4e43\u81f3\u5168\u90e8\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u5355\u8fd9\u4e00\u9879\u4f18\u52bf\uff0c\u5c31\u8db3\u4ee5\u6781\u5927\u5730\u63a8\u52a8\u4eba\u4eec\u91c7\u7528 GraphRAG \u4e86\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u8fd8\u4e0d\u6b62\u4e8e\u6b64\uff1b\u7531\u4e8e\u5728\u6784\u5efa\u5e94\u7528\u65f6\u6570\u636e\u662f\u53ef\u89c1\u7684\uff0c\u56e0\u6b64\u5176\u5f00\u53d1\u8d77\u6765\u4e5f\u66f4\u7b80\u5355\u3002<\/section>\n<section><\/section>\n<section>GraphRAG \u7684\u7b2c\u4e09\u4e2a\u4f18\u52bf\u662f\u4eba\u7c7b\u548c\u673a\u5668\u90fd\u80fd\u5f88\u597d\u5730\u7406\u89e3\u56fe\u8c31\u5e76\u57fa\u4e8e\u5176\u6267\u884c\u63a8\u7406\u3002\u56e0\u6b64\uff0c\u4f7f\u7528 GraphRAG \u6784\u5efa\u5e94\u7528\u4f1a\u66f4\u7b80\u5355\u8f7b\u677e\uff0c\u5e76\u5f97\u5230\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u540c\u65f6\u8fd8\u66f4\u4fbf\u4e8e\u89e3\u91ca\u548c\u5ba1\u8ba1\uff08\u8fd9\u5bf9\u5f88\u591a\u884c\u4e1a\u6765\u8bf4\u81f3\u5173\u91cd\u8981\uff09\u3002<\/section>\n<section><\/section>\n<section>\u6211\u76f8\u4fe1 GraphRAG \u5c06\u53d6\u4ee3\u4ec5\u5411\u91cf RAG\uff0c\u6210\u4e3a\u5927\u591a\u6570\u7528\u4f8b\u7684\u9ed8\u8ba4 RAG \u67b6\u6784\u3002\u672c\u6587\u5c06\u89e3\u91ca\u539f\u56e0\u3002<\/section>\n<section><\/section>\n<section><strong>\u56fe\u8c31\u662f\u4ec0\u4e48\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u9996\u5148\u6211\u4eec\u5fc5\u987b\u9610\u660e\u4ec0\u4e48\u662f\u56fe\u8c31\u3002<\/section>\n<section><\/section>\n<section>\u56fe\u8c31\uff0c\u4e5f\u5c31\u662f graph\uff0c\u4e5f\u5e38\u88ab\u8bd1\u4e3a\u300c\u56fe\u300d\uff0c\u4f46\u4e5f\u56e0\u6b64\u5bb9\u6613\u4e0e image \u548c picture \u7b49\u6982\u5ff5\u6df7\u6dc6\u3002\u672c\u6587\u4e3a\u65b9\u4fbf\u533a\u5206\uff0c\u4ec5\u91c7\u7528\u300c\u56fe\u8c31\u300d\u8fd9\u4e00\u8bd1\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u56fe\u8c31\u5927\u6982\u957f\u8fd9\u6837\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-be57379842df118bc02d2f56eebce2c4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-be57379842df118bc02d2f56eebce2c4.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u8c31\u793a\u4f8b<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u8fd9\u5f20\u56fe\u5e38\u4f5c\u4e3a<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u7684\u793a\u4f8b\uff0c\u4f46\u5176\u51fa\u5904\u548c\u4f5c\u8005\u5df2\u7ecf\u4e0d\u53ef\u8003\u3002<\/section>\n<section><\/section>\n<section>\u6216\u8fd9\u6837\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9e4fb194fc6ad721473dcd1fb95f22af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9e4fb194fc6ad721473dcd1fb95f22af.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u300a\u6743\u529b\u7684\u6e38\u620f\u300b\u4eba\u7269\u5173\u7cfb\u56fe\u8c31\uff0c\u6765\u81ea William Lyon<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6216\u8fd9\u6837\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b926486a48e0d17a9b0f681f106a835f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b926486a48e0d17a9b0f681f106a835f.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4f26\u6566\u5730\u94c1\u5730\u56fe\u3002\u6709\u8da3\u5c0f\u77e5\u8bc6\uff1a\u4f26\u6566\u4ea4\u901a\u5c40\u524d\u6bb5\u65f6\u95f4\u90e8\u7f72\u4e86\u4e00\u4e2a\u57fa\u4e8e\u56fe\u8c31\u7684<mark data-type=\"concepts\" data-id=\"5413ecf7-c9e7-44c0-8fc0-7eb0ddfb7676\">\u6570\u5b57\u5b6a\u751f<\/mark>\u5e94\u7528\uff0c\u4ee5\u63d0\u5347\u4e8b\u6545\u54cd\u5e94\u80fd\u529b\u5e76\u51cf\u5c11\u62e5\u5835\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6362\u53e5\u8bdd\u8bf4\uff0c\u56fe\u8c31\u4e0d\u662f\u56fe\u8868\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u91cc\u6211\u4eec\u5c31\u4e0d\u8fc7\u591a\u7ea0\u7ed3\u4e8e\u5b9a\u4e49\u95ee\u9898\uff0c\u5c31\u5047\u8bbe\u4f60\u5df2\u7ecf\u660e\u767d\u56fe\u8c31\u662f\u4ec0\u4e48\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u5982\u679c\u4f60\u7406\u89e3\u4e0a\u9762\u51e0\u5f20\u56fe\u7247\uff0c\u90a3\u4e48\u4f60\u4e5f\u8bb8\u80fd\u770b\u51fa\u6765\u53ef\u4ee5\u5982\u4f55<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u5176\u5e95\u5c42\u7684<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u6570\u636e\uff08\u5b58\u50a8\u5728\u56fe\u8c31<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\u4e2d\uff09\uff0c\u5e76\u5c06\u5176\u7528\u4f5c RAG \u5de5\u4f5c\u6d41\u7a0b\u7684\u4e00\u90e8\u5206\u3002\u4e5f\u5c31\u662f GraphRAG\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e24\u79cd\u5448\u73b0\u77e5\u8bc6\u7684\u5f62\u5f0f\uff1a\u5411\u91cf\u548c\u56fe\u8c31<\/strong><\/section>\n<section><\/section>\n<section>\u5178\u578b RAG \u7684\u6838\u5fc3\u662f\u5411\u91cf\u641c\u7d22\uff0c\u4e5f\u5c31\u662f\u6839\u636e\u8f93\u5165\u7684\u6587\u672c\u5757\u4ece\u5019\u9009\u7684\u4e66\u9762\u6750\u6599\u4e2d\u627e\u5230\u5e76\u8fd4\u56de\u6982\u5ff5\u76f8\u4f3c\u7684\u6587\u672c\u3002\u8fd9\u79cd\u81ea\u52a8\u5316\u5f88\u597d\u7528\uff0c\u57fa\u672c\u7684\u641c\u7d22\u90fd\u5927\u6709\u7528\u9014\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u4f60\u6bcf\u6b21\u6267\u884c\u641c\u7d22\u65f6\uff0c\u53ef\u80fd\u5e76\u672a\u601d\u8003\u8fc7\u5411\u91cf\u662f\u4ec0\u4e48\u6216\u8005\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u662f\u600e\u4e48\u5b9e\u73b0\u7684\u3002\u4e0b\u9762\u6211\u4eec\u6765\u770b\u770b Apple\uff08\u82f9\u679c\uff09\u3002\u5b83\u5728\u4eba\u7c7b\u89c6\u89d2\u3001\u5411\u91cf\u89c6\u89d2\u548c\u56fe\u8c31\u89c6\u89d2\u4e0b\u5448\u73b0\u51fa\u4e86\u4e0d\u540c\u7684\u5f62\u5f0f\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-360ce9a20eafa3d8c6a0022d70cda1b1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-360ce9a20eafa3d8c6a0022d70cda1b1.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4eba\u7c7b\u89c6\u89d2\u3001\u5411\u91cf\u89c6\u89d2\u548c\u56fe\u8c31\u89c6\u89d2\u4e0b\u7684 Apple<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5728\u4eba\u7c7b\u770b\u6765\uff0c\u82f9\u679c\u7684\u8868\u5f81\u5f88\u590d\u6742\u5e76\u4e14\u662f\u591a\u7ef4\u5ea6\u7684\uff0c\u5176\u7279\u5f81\u65e0\u6cd5\u88ab\u5b8c\u6574\u5730\u63cf\u8ff0\u5230\u7eb8\u9762\u4e0a\u3002\u8fd9\u91cc\u6211\u4eec\u53ef\u4ee5\u5145\u6ee1\u8bd7\u610f\u5730\u60f3\u8c61\u8fd9\u5f20\u7ea2\u5f64\u5f64\u7684\u7167\u7247\u80fd\u591f\u5728\u611f\u77e5\u548c\u6982\u5ff5\u4e0a\u8868\u793a\u4e00\u4e2a\u82f9\u679c\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a\u82f9\u679c\u7684\u5411\u91cf\u8868\u793a\u662f\u4e00\u4e2a\u6570\u7ec4\u3002\u5411\u91cf\u7684\u795e\u5947\u4e4b\u5904\u5728\u4e8e\u5b83\u4eec\u5404\u81ea\u4ee5\u7f16\u7801\u5f62\u5f0f\u6355\u83b7\u4e86\u5176\u5bf9\u5e94\u6587\u672c\u7684\u672c\u8d28\u3002\u4f46\u5728 RAG \u8bed\u5883\u4e2d\uff0c\u53ea\u6709\u5f53\u4f60\u9700\u8981\u786e\u5b9a\u4e00\u6bb5\u6587\u672c\u4e0e\u53e6\u4e00\u6bb5\u6587\u672c\u7684\u76f8\u4f3c\u5ea6\u65f6\uff0c\u624d\u9700\u8981\u5411\u91cf\u3002\u4e3a\u6b64\uff0c\u53ea\u9700\u7b80\u5355\u5730\u6267\u884c\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u5e76\u68c0\u67e5\u5339\u914d\u7a0b\u5ea6\u3002\u4f46\u662f\uff0c\u5982\u679c\u4f60\u60f3\u7406\u89e3\u5411\u91cf\u5185\u90e8\u7684\u542b\u4e49\u3001\u4e86\u89e3\u6587\u672c\u4e2d\u8868\u793a\u7684\u4e8b\u7269\u3001\u6d1e\u5bdf\u5176\u4e0e\u66f4\u5927\u89c4\u6a21\u8bed\u5883\u7684\u5173\u7cfb\uff0c\u90a3\u4f7f\u7528\u5411\u91cf\u8868\u793a\u6cd5\u5c31\u65e0\u80fd\u4e3a\u529b\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u8f83\u4e4b\u4e0b\uff0c<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u662f\u4ee5\u9648\u8ff0\u5f0f\uff08declarative\uff09\u7684\u5f62\u5f0f\u6765\u8868\u793a\u4e16\u754c \u2014\u2014 \u7528 AI \u9886\u57df\u7684\u672f\u8bed\u6765\u8bf4\uff0c\u4e5f\u5c31\u662f\u7b26\u53f7\u5f0f\uff08symbolic\uff09\u3002\u56e0\u6b64\uff0c\u4eba\u7c7b\u548c\u673a\u5668\u90fd\u53ef\u4ee5\u7406\u89e3<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u5e76\u57fa\u4e8e\u5176\u6267\u884c\u63a8\u7406\u3002\u8fd9\u5f88\u91cd\u8981\uff0c\u6211\u4eec\u540e\u9762\u8fd8\u4f1a\u63d0\u5230\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u4f60\u8fd8\u53ef\u4ee5<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u3001\u53ef\u89c6\u5316\u3001\u6807\u6ce8\u3001\u4fee\u6539\u548c\u5ef6\u5c55<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u5c31\u662f\u4e16\u754c\u6a21\u578b\uff0c\u80fd\u8868\u793a\u4f60\u5f53\u524d\u5de5\u4f5c\u9886\u57df\u7684\u4e16\u754c\u3002<\/section>\n<section><\/section>\n<section><strong>GraphRAG \u4e0e RAG<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u4e24\u8005\u5e76\u4e0d\u662f\u7ade\u4e89\u5173\u7cfb\u3002\u5bf9 RAG \u6765\u8bf4\uff0c\u5411\u91cf<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u548c\u56fe\u8c31<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u90fd\u5f88\u6709\u7528\u3002\u6b63\u5982\u00a0LlamaIndex \u7684\u521b\u59cb\u4eba Jerry Liu \u6307\u51fa\u7684\u90a3\u6837\uff1a\u601d\u8003 GraphRAG \u65f6\uff0c\u5c06\u5411\u91cf\u56ca\u62ec\u8fdb\u6765\u4f1a\u5f88\u6709\u5e2e\u52a9\u3002\u8fd9\u4e0d\u540c\u4e8e\u300c\u4ec5\u5411\u91cf RAG\u300d\u2014\u2014 \u5b8c\u5168\u57fa\u4e8e\u6587\u672c\u5d4c\u5165\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u6839\u672c\u4e0a\u8bb2\uff0cGraphRAG \u5c31\u662f\u4e00\u79cd RAG\uff0c\u53ea\u662f\u5176\u68c0\u7d22\u8def\u5f84\u5305\u542b<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002\u4e0b\u9762\u4f60\u4f1a\u770b\u5230\uff0cGraphRAG \u7684\u6838\u5fc3\u6a21\u5f0f\u975e\u5e38\u7b80\u5355\u3002\u5176\u67b6\u6784\u4e0e\u4f7f\u7528\u5411\u91cf\u7684 RAG \u4e00\u6837\uff0c\u4f46\u5176\u4e2d\u5305\u542b<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u5c42\u3002<\/section>\n<section><\/section>\n<section><strong>GraphRAG \u6a21\u5f0f<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f849198fbbb06ea764f8234e6b5140ba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f849198fbbb06ea764f8234e6b5140ba.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0GraphRAG \u7684\u4e00\u79cd\u5e38\u7528\u6a21\u5f0f<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u4e0a\u56fe\u4e2d\u89e6\u53d1\u4e86\u4e00\u6b21\u56fe\u8c31<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u3002\u5176\u53ef\u4ee5\u9009\u62e9\u662f\u5426\u5305\u542b\u5411\u91cf\u76f8\u4f3c\u5ea6\u7ec4\u4ef6\u3002\u4f60\u53ef\u4ee5\u9009\u62e9\u5c06\u56fe\u8c31\u548c\u5411\u91cf\u5206\u5f00\u5b58\u50a8\u5728\u4e24\u4e2a\u4e0d\u540c\u7684<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\u4e2d\uff0c\u4e5f\u53ef\u4f7f\u7528 <mark data-type=\"institutions\" data-id=\"f719e16a-6e2d-4d9f-9d52-b570fe30efb9\">Neo4j<\/mark> \u7b49\u652f\u6301\u5411\u91cf\u641c\u7d22\u7684\u56fe\u8c31<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u7ed9\u51fa\u4e86\u4e00\u79cd\u4f7f\u7528 GraphRAG \u7684\u5e38\u7528\u6a21\u5f0f\uff1a<\/section>\n<section><\/section>\n<section>1. \u6267\u884c\u4e00\u6b21\u5411\u91cf\u641c\u7d22\u6216\u5173\u952e\u8bcd\u641c\u7d22\uff0c\u627e\u5230\u4e00\u7ec4\u521d\u59cb\u8282\u70b9\uff1b<\/section>\n<section>2. \u904d\u5386\u56fe\u8c31\uff0c\u5e26\u56de\u76f8\u5173\u8282\u70b9\u7684\u4fe1\u606f\uff1b<\/section>\n<section>3.\uff08\u53ef\u9009\uff09\u4f7f\u7528 PageRank \u7b49\u57fa\u4e8e\u56fe\u8c31\u7684\u6392\u540d\u7b97\u6cd5\u5bf9\u6587\u6863\u8fdb\u884c\u91cd\u65b0\u6392\u540d<\/section>\n<section><\/section>\n<section>\u7528\u4f8b\u4e0d\u540c\uff0c\u4f7f\u7528\u6a21\u5f0f\u4e5f\u4f1a\u4e0d\u4e00\u6837\u3002\u548c\u5f53\u4eca AI \u9886\u57df\u7684\u5404\u4e2a\u7814\u7a76\u65b9\u5411\u4e00\u6837\uff0cGraphRAG \u4e5f\u662f\u4e00\u4e2a\u7814\u7a76\u4e30\u5bcc\u7684\u9886\u57df\uff0c\u6bcf\u5468\u90fd\u6709\u65b0\u53d1\u73b0\u6d8c\u73b0\u3002<\/section>\n<section><\/section>\n<section><strong>GraphRAG \u7684\u751f\u547d\u5468\u671f<\/strong><\/section>\n<section><\/section>\n<section>\u4f7f\u7528 GraphRAG \u7684\u751f\u6210\u5f0f AI \u4e5f\u9075\u5faa\u5176\u5b83\u4efb\u610f RAG \u5e94\u7528\u7684\u6a21\u5f0f\uff0c\u4e00\u5f00\u59cb\u6709\u4e00\u4e2a\u300c\u521b\u5efa\u56fe\u8c31\u300d\u6b65\u9aa4\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b66604c7f0e2bb495614014b6f61a60e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b66604c7f0e2bb495614014b6f61a60e.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0GraphRAG \u7684\u751f\u547d\u5468\u671f<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u521b\u5efa\u56fe\u8c31\u7c7b\u4f3c\u4e8e\u5bf9\u6587\u6863\u8fdb\u884c<mark data-type=\"tech_tasks\" data-id=\"70d1a967-90f5-47be-b22f-1e2c746f4914\">\u5206\u5757<\/mark>\u5e76\u5c06\u5176\u52a0\u8f7d\u5230\u5411\u91cf<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\u4e2d\u3002\u5de5\u5177\u7684\u53d1\u5c55\u8fdb\u6b65\u5df2\u7ecf\u8ba9\u56fe\u8c31\u521b\u5efa\u53d8\u5f97\u76f8\u5f53\u7b80\u5355\u3002\u8fd9\u91cc\u6709\u4e09\u4e2a\u597d\u6d88\u606f\uff1a<\/section>\n<section><\/section>\n<section>1. \u56fe\u8c31\u6709\u5f88\u597d\u7684\u8fed\u4ee3\u6027 \u2014\u2014 \u4f60\u53ef\u4ee5\u4ece\u4e00\u4e2a\u300c\u6700\u5c0f\u53ef\u884c\u56fe\u8c31\u300d\u5f00\u59cb\uff0c\u7136\u540e\u57fa\u4e8e\u5176\u8fdb\u884c\u5ef6\u5c55\u3002<\/section>\n<section>2. \u4e00\u65e6\u5c06\u6570\u636e\u52a0\u5165\u5230\u4e86<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u4e2d\uff0c\u5c31\u80fd\u5f88\u8f7b\u677e\u5730\u6f14\u8fdb\u5b83\u3002\u4f60\u53ef\u4ee5\u6dfb\u52a0\u66f4\u591a\u7c7b\u578b\u7684\u6570\u636e\uff0c\u4ece\u800c\u83b7\u5f97\u5e76\u5229\u7528\u6570\u636e\u7f51\u7edc\u6548\u5e94\u3002\u4f60\u8fd8\u53ef\u4ee5\u63d0\u9ad8\u6570\u636e\u7684\u8d28\u91cf\uff0c\u4ee5\u63d0\u5347\u5e94\u7528\u7684\u4ef7\u503c\u3002<\/section>\n<section>3. \u8be5\u9886\u57df\u53d1\u5c55\u8fc5\u901f\uff0c\u8fd9\u5c31\u610f\u5473\u7740\u968f\u7740\u5de5\u5177\u6108\u53d1\u590d\u6742\u7cbe\u5999\uff0c\u56fe\u8c31\u521b\u5efa\u53ea\u4f1a\u8d8a\u6765\u8d8a\u5bb9\u6613\u8f7b\u677e\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4e4b\u524d\u7684\u56fe\u7247\u4e2d\u52a0\u5165\u56fe\u8c31\u521b\u5efa\u6b65\u9aa4\uff0c\u53ef\u4ee5\u5f97\u5230\u5982\u4e0b\u6240\u793a\u7684\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4641d705670c7bc2667ec146d526c5b1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4641d705670c7bc2667ec146d526c5b1.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u6dfb\u52a0\u56fe\u8c31\u521b\u5efa\u6b65\u9aa4<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u6765\u770b\u770b GraphRAG \u80fd\u5e26\u6765\u4ec0\u4e48\u597d\u5904\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528 GraphRAG\uff1f<br \/><\/strong><\/section>\n<section><\/section>\n<section>\u76f8\u8f83\u4e8e\u4ec5\u5411\u91cf RAG\uff0cGraphRAG \u7684\u4f18\u52bf\u4e3b\u8981\u5206\u4e3a\u4e09\u5927\u7c7b\uff1a<\/section>\n<section><\/section>\n<section>1. \u51c6\u786e\u5ea6\u66f4\u9ad8\u4e14\u7b54\u6848\u66f4\u5b8c\u6574\uff08\u8fd0\u884c\u65f6\u95f4 \/ \u751f\u4ea7\u4f18\u52bf\uff09<\/section>\n<section>2. \u4e00\u65e6\u521b\u5efa\u597d<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\uff0c\u90a3\u4e48\u6784\u5efa\u548c\u7ef4\u62a4 RAG \u5e94\u7528\u90fd\u4f1a\u66f4\u5bb9\u6613\uff08\u5f00\u53d1\u65f6\u95f4\u4f18\u52bf\uff09<\/section>\n<section>3. \u53ef\u89e3\u91ca\u6027\u3001\u53ef\u8ffd\u6eaf\u6027\u548c\u8bbf\u95ee\u63a7\u5236\u65b9\u9762\u90fd\u66f4\u597d\uff08\u6cbb\u7406\u4f18\u52bf\uff09<\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u6df1\u5165\u4ecb\u7ecd\u8fd9\u4e9b\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u51c6\u786e\u5ea6\u66f4\u9ad8\u4e14\u7b54\u6848\u66f4\u6709\u7528<\/strong><\/section>\n<section><\/section>\n<section>GraphRAG \u7684\u7b2c\u4e00\u4e2a\u4f18\u52bf\uff08\u4e5f\u662f\u6700\u76f4\u63a5\u53ef\u89c1\u7684\u4f18\u52bf\uff09\u662f\u5176\u54cd\u5e94\u8d28\u91cf\u66f4\u9ad8\u3002\u4e0d\u7ba1\u662f\u5b66\u672f\u754c\u8fd8\u662f\u4ea7\u4e1a\u754c\uff0c\u6211\u4eec\u90fd\u80fd\u770b\u5230\u5f88\u591a\u8bc1\u636e\u652f\u6301\u8fd9\u4e00\u89c2\u5bdf\u3002<\/section>\n<section><\/section>\n<section>\u6bd4\u5982\u8fd9\u4e2a\u6765\u81ea\u6570\u636e\u76ee\u5f55\u516c\u53f8 Data.world \u7684\u793a\u4f8b\u30022023 \u5e74\u5e95\uff0c\u4ed6\u4eec\u53d1\u5e03\u4e86\u4e00\u4efd\u7814\u7a76\u62a5\u544a\uff0c\u8868\u660e\u5728 43 \u4e2a\u4e1a\u52a1\u95ee\u9898\u4e0a\uff0cGraphRAG \u53ef\u5c06 LLM \u54cd\u5e94\u7684\u51c6\u786e\u5ea6\u5e73\u5747\u63d0\u5347 3 \u500d\u3002\u8fd9\u9879<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u8bc4\u6d4b\u7814\u7a76\u7ed9\u51fa\u4e86<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u80fd\u5927\u5e45\u63d0\u5347\u54cd\u5e94\u51c6\u786e\u5ea6\u7684\u8bc1\u636e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a7f1d6ec9253b0991a84fa1979e01623.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-a7f1d6ec9253b0991a84fa1979e01623.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 <mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u5c06 LLM \u54cd\u5e94\u7684\u51c6\u786e\u5ea6\u63d0\u5347\u4e86 54.2 \u4e2a\u767e\u5206\u70b9\uff0c\u4e5f\u5c31\u662f\u5927\u7ea6\u63d0\u5347\u4e86 3 \u500d<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5fae\u8f6f\u4e5f\u7ed9\u51fa\u4e86\u4e00\u7cfb\u5217\u8bc1\u636e\uff0c\u5305\u62ec 2024 \u5e74 2 \u6708\u7684\u4e00\u7bc7\u7814\u7a76\u535a\u5ba2\u300aGraphRAG: Unlocking LLM discovery on narrative private data\u300b\u4ee5\u53ca\u76f8\u5173\u7684\u7814\u7a76\u8bba\u6587\u300aFrom Local to Global: A Graph RAG Approach to Query-Focused Summarization\u300b\u548c\u8f6f\u4ef6\uff1ahttps:\/\/github.com\/microsoft\/graphrag\uff08\u5373\u4e0a\u6587\u5f00\u7bc7\u63d0\u5230\u7684 GraphRAG\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e2d\uff0c\u4ed6\u4eec\u89c2\u5bdf\u5230\u4f7f\u7528\u5411\u91cf\u7684\u57fa\u7ebf RAG \u5b58\u5728\u4ee5\u4e0b\u4e24\u4e2a\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u57fa\u7ebf RAG \u96be\u4ee5\u5c06\u70b9\u8fde\u63a5\u8d77\u6765\u3002\u4e3a\u4e86\u7efc\u5408\u4e0d\u540c\u7684\u4fe1\u606f\u6765\u83b7\u5f97\u65b0\u89c1\u89e3\uff0c\u9700\u8981\u901a\u8fc7\u5171\u4eab\u5c5e\u6027\u904d\u5386\u4e0d\u540c\u7684\u4fe1\u606f\u7247\u6bb5\uff0c\u8fd9\u65f6\u5019\uff0c\u57fa\u7ebf RAG \u5c31\u96be\u4ee5\u5c06\u4e0d\u540c\u7684\u4fe1\u606f\u7247\u6bb5\u8fde\u63a5\u8d77\u6765\u3002<\/section>\n<\/li>\n<li>\n<section>\u5f53\u88ab\u8981\u6c42\u5168\u9762\u7406\u89e3\u5728\u5927\u578b\u6570\u636e\u96c6\u5408\u751a\u81f3\u5355\u4e2a\u5927\u578b\u6587\u6863\u4e0a\u5f52\u7eb3\u603b\u7ed3\u7684\u8bed\u4e49\u6982\u5ff5\u65f6\uff0c\u57fa\u7ebf RAG \u8868\u73b0\u4e0d\u4f73\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5fae\u8f6f\u53d1\u73b0\uff1a\u300c\u901a\u8fc7\u4f7f\u7528 LLM \u751f\u6210\u7684<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\uff0cGraphRAG \u53ef\u4ee5\u5927\u5e45\u63d0\u5347 RAG \u7684\u300c\u68c0\u7d22\u300d\u90e8\u5206\uff0c\u4e3a\u4e0a\u4e0b\u6587\u7a97\u53e3\u586b\u5165\u76f8\u5173\u6027\u66f4\u9ad8\u7684\u5185\u5bb9\uff0c\u4ece\u800c\u5f97\u5230\u66f4\u597d\u7684\u7b54\u6848\u5e76\u83b7\u53d6\u8bc1\u636e\u6765\u6e90\u3002\u300d\u4ed6\u4eec\u8fd8\u53d1\u73b0\uff0c\u76f8\u6bd4\u4e8e\u5176\u5b83\u66ff\u4ee3\u65b9\u6cd5\uff0cGraphRAG \u6240\u9700\u7684 token \u6570\u91cf\u53ef\u4ee5\u5c11 26% \u5230 97%\uff0c\u56e0\u6b64\u5176\u4e0d\u4ec5\u80fd\u7ed9\u51fa\u66f4\u597d\u7684\u7b54\u6848\uff0c\u800c\u4e14\u6210\u672c\u66f4\u4f4e\uff0c\u6269\u5c55\u6027\u4e5f\u66f4\u597d\u3002<\/section>\n<section><\/section>\n<section>\u8fdb\u4e00\u6b65\u6df1\u5165\u51c6\u786e\u5ea6\u65b9\u9762\uff0c\u6211\u4eec\u77e5\u9053\u7b54\u6848\u6b63\u786e\u56fa\u7136\u91cd\u8981\uff0c\u4f46\u7b54\u6848\u4e5f\u8981\u6709\u7528\u624d\u884c\u3002\u4eba\u4eec\u53d1\u73b0\uff0cGraphRAG \u4e0d\u4ec5\u80fd\u8ba9\u7b54\u6848\u66f4\u51c6\u786e\uff0c\u800c\u4e14\u8fd8\u80fd\u8ba9\u7b54\u6848\u66f4\u4e30\u5bcc\u3001\u66f4\u5b8c\u6574\u3001\u66f4\u6709\u7528\u3002<\/section>\n<section><\/section>\n<section>\u9886\u82f1\u8fd1\u671f\u7684\u8bba\u6587\u300aRetrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering\u300b\u5c31\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u8303\u4f8b\uff0c\u5176\u4e2d\u63cf\u8ff0\u4e86 GraphRAG \u5bf9\u5176\u5ba2\u6237\u670d\u52a1\u5e94\u7528\u7684\u5f71\u54cd\u3002GraphRAG \u63d0\u5347\u4e86\u5176\u5ba2\u6237\u670d\u52a1\u7b54\u6848\u7684\u6b63\u786e\u6027\u548c\u4e30\u5bcc\u5ea6\uff0c\u4e5f\u56e0\u6b64\u8ba9\u7b54\u6848\u66f4\u52a0\u6709\u7528\uff0c\u8fd8\u8ba9\u5176\u5ba2\u6237\u670d\u52a1\u56e2\u961f\u89e3\u51b3\u6bcf\u4e2a\u95ee\u9898\u7684\u65f6\u95f4\u4e2d\u4f4d\u6570\u964d\u4f4e\u4e86 28.6%\u3002<\/section>\n<section><\/section>\n<section><mark data-type=\"institutions\" data-id=\"f719e16a-6e2d-4d9f-9d52-b570fe30efb9\">Neo4j<\/mark> \u7684\u751f\u6210\u5f0f AI \u7814\u8ba8\u4f1a\u4e5f\u6709\u4e00\u4e2a\u7c7b\u4f3c\u7684\u4f8b\u5b50\u3002\u5982\u4e0b\u6240\u793a\uff0c\u8fd9\u662f\u9488\u5bf9\u4e00\u7ec4 SEC \u5907\u6848\u6587\u4ef6\uff0c\u300c\u5411\u91cf + GraphRAG\u300d\u4e0e\u300c\u4ec5\u5411\u91cf\u300d\u65b9\u6cd5\u5f97\u5230\u7684\u7b54\u6848\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6a3416e517d11eed32ddd22243592f61.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6a3416e517d11eed32ddd22243592f61.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u300c\u4ec5\u5411\u91cf\u300d\u4e0e\u300c\u5411\u91cf + GraphRAG\u300d\u65b9\u6cd5\u5bf9\u6bd4<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8bf7\u6ce8\u610f\u300c\u63cf\u8ff0\u53ef\u80fd\u53d7\u9502\u77ed\u7f3a\u5f71\u54cd\u7684\u516c\u53f8\u7684\u7279\u5f81\u300d\u4e0e\u300c\u5217\u51fa\u53ef\u80fd\u53d7\u5f71\u54cd\u7684\u5177\u4f53\u516c\u53f8\u300d\u4e4b\u95f4\u7684\u533a\u522b\u3002\u5982\u679c\u4f60\u662f\u4e00\u4f4d\u60f3\u8981\u6839\u636e\u5e02\u573a\u53d8\u5316\u91cd\u65b0\u5e73\u8861\u6295\u8d44\u7ec4\u5408\u7684\u6295\u8d44\u8005\uff0c\u6216\u4e00\u5bb6\u60f3\u8981\u6839\u636e\u81ea\u7136\u707e\u5bb3\u91cd\u65b0\u8c03\u6574\u4f9b\u5e94\u94fe\u7684\u516c\u53f8\uff0c\u90a3\u4e48\u4e0a\u56fe\u53f3\u4fa7\u7684\u4fe1\u606f\u80af\u5b9a\u6bd4\u5de6\u4fa7\u7684\u91cd\u8981\u5f97\u591a\u3002\u8fd9\u91cc\uff0c\u8fd9\u4e24\u4e2a\u7b54\u6848\u90fd\u662f\u51c6\u786e\u7684\u3002\u4f46\u53f3\u4fa7\u7b54\u6848\u660e\u663e\u66f4\u6709\u7528\u3002<\/section>\n<section><\/section>\n<section>Jesus Barrasa \u7684\u300aGoing Meta\u300b\u8282\u76ee\u7b2c 23 \u671f\u7ed9\u51fa\u4e86\u53e6\u4e00\u4e2a\u7edd\u4f73\u793a\u4f8b\uff1a\u4ece\u8bcd\u6c47\u56fe\u8c31\u5f00\u59cb\u4f7f\u7528\u6cd5\u5f8b\u6587\u4ef6\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u4e5f\u65f6\u4e0d\u65f6\u4f1a\u770b\u5230\u6765\u81ea\u5b66\u672f\u754c\u548c\u4ea7\u4e1a\u754c\u7684\u65b0\u793a\u4f8b\u3002\u6bd4\u5982 Lettria \u7684 Charles Borderie \u5c31\u7ed9\u51fa\u4e86\u4e00\u4e2a\u300c\u4ec5\u5411\u91cf\u300d\u4e0e\u300c\u5411\u91cf + GraphRAG\u300d\u65b9\u6cd5\u7684\u5bf9\u6bd4\u793a\u4f8b\uff1b\u5176\u4e2d GraphRAG \u4f9d\u6258\u4e8e\u4e00\u4e2a\u57fa\u4e8e LLM \u7684\u6587\u672c\u5230\u56fe\u8c31\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5c06 10,000 \u7bc7\u91d1\u878d\u6587\u7ae0\u6574\u7406\u6210\u4e86\u4e00\u4e2a<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9ccc54c46d6bf4bf10c406199ef8c76c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9ccc54c46d6bf4bf10c406199ef8c76c.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4ec5\u68c0\u7d22\u5668\u65b9\u6cd5\u4e0e\u56fe\u68c0\u7d22\u5668\u65b9\u6cd5\u7684\u5bf9\u6bd4<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u76f8\u6bd4\u4e8e\u4f7f\u7528\u666e\u901a RAG\uff0c\u4f7f\u7528 GraphRAG \u4e0d\u4ec5\u80fd\u63d0\u5347\u7b54\u6848\u7684\u8d28\u91cf\uff0c\u5e76\u4e14\u5176\u7b54\u6848\u7684 token \u6570\u91cf\u4e5f\u5c11\u4e86\u4e09\u5206\u4e4b\u4e00\u3002<\/section>\n<section><\/section>\n<section>\u518d\u4e3e\u4e00\u4e2a\u6765\u81ea Writer \u7684\u4f8b\u5b50\u3002\u4ed6\u4eec\u6700\u8fd1\u53d1\u5e03\u4e86\u4e00\u4efd\u57fa\u4e8e RobustQA \u6846\u67b6\u7684 RAG <mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u8bc4\u6d4b\u62a5\u544a\uff0c\u5176\u4e2d\u5bf9\u6bd4\u4e86\u4ed6\u4eec\u7684\u57fa\u4e8e GraphRAG \u7684\u65b9\u6cd5\u4e0e\u5176\u5b83\u540c\u7c7b\u5de5\u5177\u3002GraphRAG \u5f97\u5230\u7684\u5206\u6570\u662f 86%\uff0c\u660e\u663e\u4f18\u4e8e\u5176\u5b83\u65b9\u6cd5\uff08\u5728 33% \u5230 76% \u4e4b\u95f4\uff09\uff0c\u540c\u65f6\u8fd8\u6709\u76f8\u8fd1\u6216\u66f4\u597d\u7684\u5ef6\u8fdf\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9928f2b53218dcdae89c3e8e30545040.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-9928f2b53218dcdae89c3e8e30545040.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0RAG \u65b9\u6cd5\u7684\u51c6\u786e\u5ea6\u548c\u54cd\u5e94\u65f6\u95f4\u8bc4\u4f30\u7ed3\u679c<\/sup><\/em><\/section>\n<section><\/section>\n<section>GraphRAG \u6b63\u5728\u7ed9\u591a\u79cd\u591a\u6837\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u5e26\u53bb\u52a9\u76ca\u3002<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u6253\u5f00\u4e86\u8ba9\u751f\u6210\u5f0f AI \u7684\u7ed3\u679c\u66f4\u51c6\u786e\u548c\u66f4\u6709\u7528\u7684\u9053\u8def\u3002<\/section>\n<section><\/section>\n<section><strong>2. \u6570\u636e\u7406\u89e3\u5f97\u5230\u63d0\u5347\uff0c\u8fed\u4ee3\u901f\u5ea6\u66f4\u5feb<\/strong><\/section>\n<section><\/section>\n<section>\u4e0d\u7ba1\u662f\u6982\u5ff5\u4e0a\u8fd8\u662f\u89c6\u89c9\u4e0a\uff0c<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u90fd\u5f88\u76f4\u89c2\u3002\u63a2\u7d22<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u5f80\u5f80\u80fd\u5e26\u6765\u65b0\u7684\u89c1\u89e3\u3002<\/section>\n<section><\/section>\n<section>\u5f88\u591a<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u7528\u6237\u90fd\u5206\u4eab\u4e86\u8fd9\u6837\u7684\u610f\u5916\u6536\u83b7\uff1a\u4e00\u65e6\u6295\u5165\u5fc3\u529b\u5b8c\u6210\u4e86\u81ea\u5df1\u7684<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\uff0c\u90a3\u4e48\u5b83\u5c31\u80fd\u4ee5\u4e00\u79cd\u610f\u60f3\u4e0d\u5230\u7684\u65b9\u5f0f\u5e2e\u52a9\u4ed6\u4eec\u6784\u5efa\u548c\u8c03\u8bd5\u81ea\u5df1\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u3002\u90e8\u5206\u539f\u56e0\u662f\u5982\u679c\u80fd\u4ee5\u56fe\u8c31\u7684\u5f62\u5f0f\u770b\u5f85\u6570\u636e\uff0c\u90a3\u4fbf\u80fd\u770b\u5230\u8fd9\u4e9b\u5e94\u7528\u5e95\u5c42\u7684\u6570\u636e\u5448\u73b0\u51fa\u4e86\u4e00\u526f\u751f\u52a8\u7684\u6570\u636e\u56fe\u666f\u3002<\/section>\n<section><\/section>\n<section>\u56fe\u8c31\u80fd\u8ba9\u4f60\u8ffd\u6eaf\u7b54\u6848\uff0c\u627e\u5230\u6570\u636e\uff0c\u5e76\u4e00\u8def\u8ffd\u6eaf\u5176\u56e0\u679c\u94fe\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u6765\u770b\u770b\u4e0a\u9762\u6709\u5173\u9502\u77ed\u7f3a\u7684\u4f8b\u5b50\u3002\u5982\u679c\u4f60\u53ef\u89c6\u5316\u5176\u5411\u91cf\uff0c\u90a3\u4e48\u4f60\u4f1a\u5f97\u5230\u7c7b\u4f3c\u4e0b\u56fe\u7684\u7ed3\u679c\uff0c\u53ea\u4e0d\u8fc7\u884c\u5217\u6570\u91cf\u90fd\u66f4\u591a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-04f3c31316c0b2490c34fd496f34948d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-04f3c31316c0b2490c34fd496f34948d.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5411\u91cf\u53ef\u89c6\u5316<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u800c\u5982\u679c\u5c06\u6570\u636e\u8f6c\u6362\u6210\u56fe\u8c31\uff0c\u5219\u4f60\u80fd\u4ee5\u4e00\u79cd\u5411\u91cf\u8868\u793a\u505a\u4e0d\u5230\u7684\u65b9\u5f0f\u6765\u7406\u89e3\u5b83\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f LlamaIndex \u6700\u8fd1\u7684\u7f51\u7edc\u7814\u8ba8\u4f1a\u4e0a\u7684\u4e00\u4e2a\u4f8b\u5b50\uff0c\u5c55\u793a\u4e86\u4ed6\u4eec\u4f7f\u7528\u300cMENTIONS\uff08\u63d0\u53ca\uff09\u300d<mark data-type=\"tech_tasks\" data-id=\"23eb0d0a-74c4-4507-be9b-3c22a6042b47\">\u5173\u7cfb\u63d0\u53d6<\/mark>\u5411<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u8bcd\u5757\uff08\u8bcd\u6c47\u56fe\u8c31\uff09\u548c LLM \u63d0\u53d6\u5b9e\u4f53\uff08\u9886\u57df\u56fe\u8c31\uff09\u7684\u56fe\u8c31\u5e76\u5c06\u4e24\u8005\u8054\u7cfb\u8d77\u6765\u7684\u80fd\u529b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2744f5e4e29cce7a7a58550bf8715422.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-2744f5e4e29cce7a7a58550bf8715422.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u63d0\u53d6\u8bcd\u6c47\u56fe\u8c31\u548c\u9886\u57df\u56fe\u8c31<\/sup><\/em><\/section>\n<section><\/section>\n<section>\uff08\u4e5f\u6709\u5f88\u591a\u4f7f\u7528 Langchain\u3001Haystack \u548c SpringAI \u7b49\u5de5\u5177\u7684\u4f8b\u5b50\u3002\uff09<\/section>\n<section><\/section>\n<section>\u4f60\u53ef\u4ee5\u770b\u5230\u6b64\u56fe\u4e2d\u6570\u636e\u7684\u4e30\u5bcc\u7ed3\u6784\uff0c\u4e5f\u80fd\u60f3\u8c61\u5176\u6240\u80fd\u5e26\u6765\u7684\u65b0\u7684\u5f00\u53d1\u548c\u8c03\u8bd5\u53ef\u80fd\u6027\u3002\u5176\u4e2d\uff0c\u5404\u4e2a\u6570\u636e\u90fd\u6709\u5404\u81ea\u7684\u503c\uff0c\u800c\u7ed3\u6784\u672c\u8eab\u4e5f\u5b58\u50a8\u548c\u4f20\u8fbe\u4e86\u989d\u5916\u7684\u542b\u4e49\uff0c\u4f60\u53ef\u5c06\u5176\u7528\u4e8e\u63d0\u5347\u5e94\u7528\u7684\u667a\u80fd\u6c34\u5e73\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e0d\u4ec5\u662f\u53ef\u89c6\u5316\u3002\u8fd9\u4e5f\u662f\u8ba9\u4f60\u7684\u6570\u636e\u7ed3\u6784\u80fd\u4f20\u8fbe\u548c\u5b58\u50a8\u610f\u4e49\u3002\u4e0b\u9762\u662f\u4e00\u4f4d\u6765\u81ea\u4e00\u5bb6\u8457\u540d\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u5f00\u53d1\u8005\u7684\u53cd\u5e94\uff0c\u5f53\u65f6\u4ed6\u4eec\u521a\u628a<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u5f15\u5165 RAG \u5de5\u4f5c\u6d41\u7a0b\u4e00\u5468\u65f6\u95f4\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d3b88262e58a55306847b93058ab7056.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-d3b88262e58a55306847b93058ab7056.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5f00\u53d1\u8005\u5bf9 GraphRAG \u7684\u53cd\u5e94<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8fd9\u4f4d\u5f00\u53d1\u8005\u7684\u53cd\u5e94\u975e\u5e38\u7b26\u5408\u300c\u6d4b\u8bd5\u9a71\u52a8\u7684\u5f00\u53d1\u300d\u5047\u8bbe\uff0c\u5373\u9a8c\u8bc1\uff08\u800c\u975e\u4fe1\u4efb\uff09\u7b54\u6848\u662f\u5426\u6b63\u786e\u3002\u5c31\u6211\u4e2a\u4eba\u800c\u8a00\uff0c\u5982\u679c\u8ba9\u6211\u767e\u5206\u4e4b\u767e\u5730\u5c06\u81ea\u4e3b\u6743\u4ea4\u7ed9\u51b3\u7b56\u5b8c\u5168\u4e0d\u900f\u660e\u7684 AI\uff0c\u6211\u4f1a\u611f\u5230\u6bdb\u9aa8\u609a\u7136\u3002\u66f4\u5177\u4f53\u800c\u8a00\uff0c\u5c31\u7b97\u4f60\u4e0d\u662f\u4e00\u4e2a AI \u672b\u65e5\u8bba\u8005\uff0c\u4f60\u4e5f\u4f1a\u540c\u610f\uff1a\u5982\u679c\u80fd\u4e0d\u5c06\u4e0e\u300cApple, Inc.\u300d\u6709\u5173\u7684\u8bcd\u5757\u6216\u6587\u6863<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u5230\u300cApple Corps\u300d\uff08\u8fd9\u662f\u4e24\u5bb6\u5b8c\u5168\u4e0d\u4e00\u6837\u7684\u516c\u53f8\uff09\uff0c\u786e\u5b9e\u4f1a\u5927\u6709\u4ef7\u503c\u3002\u7531\u4e8e\u63a8\u52a8\u751f\u6210\u5f0f AI \u51b3\u7b56\u7684\u6700\u7ec8\u8fd8\u662f\u6570\u636e\uff0c\u56e0\u6b64\u53ef\u4ee5\u8bf4\u8bc4\u4f30\u548c\u786e\u4fdd\u6570\u636e\u6b63\u786e\u6027\u624d\u662f\u6700\u81f3\u5173\u91cd\u8981\u7684\u3002<\/section>\n<section><\/section>\n<section><strong>3. \u6cbb\u7406\uff1a\u53ef\u89e3\u91ca\u6027\u3001\u5b89\u5168\u53ca\u66f4\u591a<\/strong><\/section>\n<section><\/section>\n<section>\u751f\u6210\u5f0f AI \u51b3\u7b56\u7684\u5f71\u54cd\u8d8a\u5927\uff0c\u4f60\u5c31\u8d8a\u9700\u8981\u8bf4\u670d\u5728\u51b3\u7b56\u51fa\u9519\u65f6\u9700\u8981\u6700\u7ec8\u8d1f\u8d23\u7684\u4eba\u3002\u8fd9\u901a\u5e38\u6d89\u53ca\u5230\u5ba1\u8ba1\u6bcf\u4e2a\u51b3\u7b56\u3002\u8fd9\u5c31\u9700\u8981\u53ef\u9760\u4e14\u91cd\u590d\u7684\u4f18\u826f\u51b3\u7b56\u8bb0\u5f55\u3002\u4f46\u8fd9\u8fd8\u4e0d\u591f\u3002\u5728\u91c7\u7eb3\u6216\u653e\u5f03\u4e00\u4e2a\u51b3\u7b56\u65f6\uff0c\u4f60\u8fd8\u9700\u8981\u89e3\u91ca\u5176\u80cc\u540e\u7684\u539f\u56e0\u3002<\/section>\n<section><\/section>\n<section>LLM \u672c\u8eab\u6ca1\u6cd5\u5f88\u597d\u5730\u505a\u5230\u8fd9\u4e00\u70b9\u3002\u662f\u7684\uff0c\u4f60\u53ef\u4ee5\u53c2\u8003\u7528\u4e8e\u5f97\u5230\u8be5\u51b3\u7b56\u7684\u6587\u6863\u3002\u4f46\u8fd9\u4e9b\u6587\u6863\u5e76\u4e0d\u80fd\u89e3\u91ca\u8fd9\u4e2a\u51b3\u7b56\u672c\u8eab \u2014\u2014 \u66f4\u522b\u8bf4 LLM \u8fd8\u4f1a\u7f16\u9020\u53c2\u8003\u6765\u6e90\u3002<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u5219\u5b8c\u5168\u5728\u53e6\u4e00\u4e2a\u5c42\u9762\u4e0a\uff0c\u80fd\u8ba9\u751f\u6210\u5f0f AI \u7684\u63a8\u7406<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\u66f4\u52a0\u660e\u6670\uff0c\u4e5f\u66f4\u5bb9\u6613\u89e3\u91ca\u8f93\u5165\u3002<\/section>\n<section><\/section>\n<section>\u7ee7\u7eed\u6765\u770b\u4e0a\u9762\u7684\u4e00\u4e2a\u4f8b\u5b50\uff1aLettria \u7684 Charles \u5c06\u4ece 10,000 \u7bc7\u91d1\u878d\u6587\u7ae0\u63d0\u53d6\u51fa\u7684\u5b9e\u4f53\u8f7d\u5165\u5230\u4e86\u4e00\u4e2a<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u4e2d\uff0c\u5e76\u642d\u914d\u4e00\u4e2a LLM \u6765\u6267\u884c GraphRAG\u3002\u6211\u4eec\u770b\u5230\u8fd9\u786e\u5b9e\u80fd\u63d0\u4f9b\u66f4\u597d\u7684\u7b54\u6848\u3002\u6211\u4eec\u6765\u770b\u770b\u8fd9\u4e9b\u6570\u636e\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e281334860b86b84b92e051c7e6230c2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-e281334860b86b84b92e051c7e6230c2.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5c06\u4ece 10,000 \u7bc7\u91d1\u878d\u6587\u7ae0\u63d0\u53d6\u51fa\u7684\u5b9e\u4f53\u8f7d\u5165<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark><\/sup><\/em><\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u5c06\u6570\u636e\u770b\u4f5c\u56fe\u8c31\u3002\u53e6\u5916\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u5bfc\u89c8\u548c<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u8fd9\u4e9b\u6570\u636e\uff0c\u8fd8\u80fd\u968f\u65f6\u4fee\u6b63\u548c\u66f4\u65b0\u5b83\u4eec\u3002\u5176\u6cbb\u7406\u4f18\u52bf\u5728\u4e8e\uff1a\u67e5\u770b\u548c\u5ba1\u8ba1\u8fd9\u4e9b\u6570\u636e\u7684\u300c\u4e16\u754c\u6a21\u578b\u300d\u53d8\u5f97\u7b80\u5355\u4e86\u5f88\u591a\u3002\u76f8\u8f83\u4e8e\u4f7f\u7528\u540c\u4e00\u6570\u636e\u7684\u5411\u91cf\u7248\u672c\uff0c\u4f7f\u7528\u56fe\u8c31\u8ba9\u6700\u7ec8\u8d1f\u8d23\u4eba\u66f4\u53ef\u80fd\u7406\u89e3\u51b3\u7b56\u80cc\u540e\u7684\u539f\u56e0\u3002<\/section>\n<section><\/section>\n<section>\u5728\u786e\u4fdd\u8d28\u91cf\u65b9\u9762\uff0c\u5982\u679c\u80fd\u5c06\u6570\u636e\u653e\u5728<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u4e2d\uff0c\u5219\u5c31\u80fd\u66f4\u8f7b\u677e\u5730\u627e\u5230\u5176\u4e2d\u7684\u9519\u8bef\u548c\u610f\u5916\u5e76\u4e14\u8ffd\u6eaf\u5b83\u4eec\u7684\u6e90\u5934\u3002\u4f60\u8fd8\u80fd\u5728\u56fe\u8c31\u4e2d\u83b7\u53d6\u6765\u6e90\u548c\u7f6e\u4fe1\u5ea6\u4fe1\u606f\uff0c\u7136\u540e\u5c06\u5176\u7528\u4e8e\u8ba1\u7b97\u4ee5\u53ca\u89e3\u91ca\u3002\u800c\u4f7f\u7528\u540c\u6837\u6570\u636e\u7684\u4ec5\u5411\u91cf\u7248\u672c\u6839\u672c\u5c31\u65e0\u6cd5\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u6b63\u5982\u6211\u4eec\u4e4b\u524d\u8ba8\u8bba\u7684\u90a3\u6837\uff0c\u4e00\u822c\u4eba\uff08\u751a\u81f3\u4e0d\u4e00\u822c\u7684\u4eba\uff09\u90fd\u5f88\u96be\u7406\u89e3\u5411<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u7684\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section><mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u8fd8\u53ef\u4ee5\u663e\u8457\u589e\u5f3a\u5b89\u5168\u6027\u548c\u9690\u79c1\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6784\u5efa\u539f\u578b\u8bbe\u8ba1\u65f6\uff0c\u5b89\u5168\u6027\u548c\u9690\u79c1\u6027\u901a\u5e38\u4e0d\u662f\u5f88\u91cd\u8981\uff0c\u4f46\u5982\u679c\u8981\u5c06\u5176\u6253\u9020\u6210\u4ea7\u54c1\uff0c\u90a3\u8fd9\u5c31\u81f3\u5173\u91cd\u8981\u4e86\u3002\u5728\u94f6\u884c\u6216\u533b\u7597\u7b49\u53d7\u76d1\u7ba1\u7684\u884c\u4e1a\uff0c\u4efb\u4f55\u5458\u5de5\u7684\u6570\u636e\u8bbf\u95ee\u6743\u9650\u90fd\u53d6\u51b3\u4e8e\u5176\u5de5\u4f5c\u5c97\u4f4d\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u7ba1\u662f LLM \u8fd8\u662f\u5411\u91cf<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\uff0c\u90fd\u6ca1\u6709\u5f88\u597d\u7684\u65b9\u6cd5\u6765\u9650\u5236\u6570\u636e\u7684\u8bbf\u95ee\u8303\u56f4\u3002<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u5374\u80fd\u63d0\u4f9b\u5f88\u597d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u901a\u8fc7\u6743\u9650\u63a7\u5236\u6765\u89c4\u8303\u53c2\u4e0e\u8005\u53ef\u8bbf\u95ee<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\u7684\u8303\u56f4\uff0c\u4e0d\u8ba9\u4ed6\u4eec\u770b\u5230\u4e0d\u5141\u8bb8\u4ed6\u4eec\u770b\u7684\u6570\u636e\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u53ef\u5728<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u4e2d\u5b9e\u73b0\u7ec6\u7c92\u5ea6\u6743\u9650\u63a7\u5236\u7684\u7b80\u5355\u5b89\u5168\u7b56\u7565\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-01467cf7158d6c8374216ce3be3da184.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-01467cf7158d6c8374216ce3be3da184.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u53ef\u5728<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u4e2d\u5b9e\u73b0\u7684\u4e00\u79cd\u7b80\u5355\u5b89\u5168\u7b56\u7565<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u521b\u5efa<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark><\/strong><\/section>\n<section><\/section>\n<section>\u6784\u5efa<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u9700\u8981\u4ec0\u4e48\uff1f\u7b2c\u4e00\u6b65\u662f\u4e86\u89e3\u4e24\u79cd\u4e0e\u751f\u6210\u5f0f AI \u5e94\u7528\u6700\u76f8\u5173\u7684\u56fe\u8c31\u3002<\/section>\n<section><\/section>\n<section>\u9886\u57df\u56fe\u8c31\uff08domain graph\uff09\u8868\u793a\u7684\u662f\u4e0e\u5f53\u524d\u5e94\u7528\u76f8\u5173\u7684\u4e16\u754c\u6a21\u578b\u3002\u8fd9\u91cc\u6709\u4e00\u4e2a\u7b80\u5355\u793a\u4f8b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f04e52b00ef6de4b4bfc55d0d3d851f7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-f04e52b00ef6de4b4bfc55d0d3d851f7.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u9886\u57df\u56fe\u8c31<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8bcd\u6c47\u56fe\u8c31\uff08lexical graph\uff09\u5219\u662f\u6587\u6863\u7ed3\u6784\u7684\u56fe\u8c31\u3002\u6700\u57fa\u672c\u7684\u8bcd\u6c47\u56fe\u8c31\u7531\u8bcd\u5757\u6784\u6210\u7684\u8282\u70b9\u7ec4\u6210\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ff4f9888bbbf585f11a5c14f5ed5bd0a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-ff4f9888bbbf585f11a5c14f5ed5bd0a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8bcd\u6c47\u56fe\u8c31<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4eba\u4eec\u5f80\u5f80\u4f1a\u5bf9\u5176\u8fdb\u884c\u6269\u5c55\uff0c\u4ee5\u5305\u542b\u8bcd\u5757\u3001\u6587\u6863\u5bf9\u8c61\uff08\u6bd4\u5982\u8868\u683c\uff09\u3001\u7ae0\u8282\u3001\u6bb5\u843d\u3001\u9875\u7801\u3001\u6587\u6863\u540d\u79f0\u6216\u7f16\u53f7\u3001\u6587\u96c6\u3001\u6765\u6e90\u7b49\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u4f60\u8fd8\u53ef\u4ee5\u5c06\u9886\u57df\u56fe\u8c31\u548c\u8bcd\u6c47\u56fe\u8c31\u7ec4\u5408\u5230\u4e00\u8d77\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8fc034e00bb5eb8914f5889b502dbdd9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-8fc034e00bb5eb8914f5889b502dbdd9.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5c06\u9886\u57df\u5c42\u548c\u8bcd\u6c47\u5c42\u7ec4\u5408\u8d77\u6765<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8bcd\u6c47\u56fe\u8c31\u7684\u521b\u5efa\u5f88\u7b80\u5355\uff0c\u4e3b\u8981\u5c31\u662f\u7b80\u5355\u7684\u89e3\u6790\u548c<mark data-type=\"tech_tasks\" data-id=\"70d1a967-90f5-47be-b22f-1e2c746f4914\">\u5206\u5757<\/mark>\u3002\u81f3\u4e8e\u9886\u57df\u56fe\u8c31\uff0c\u5219\u6839\u636e\u6570\u636e\u6765\u6e90\uff08\u6765\u81ea\u7ed3\u6784\u5316\u6570\u636e\u6e90\u8fd8\u662f\u975e\u7ed3\u6784\u5316\u6570\u636e\u6e90\u6216\u8005\u4e24\u79cd\u6765\u6e90\u90fd\u6709\uff09\u7684\u4e0d\u540c\uff0c\u6709\u4e0d\u540c\u7684\u521b\u5efa\u8def\u5f84\u3002\u5e78\u8fd0\u7684\u662f\uff0c\u4ece\u975e\u7ed3\u6784\u5316\u6570\u636e\u6e90\u521b\u5efa<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u7684\u5de5\u5177\u6b63\u5728\u98de\u901f\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u65b0\u7684 <mark data-type=\"institutions\" data-id=\"f719e16a-6e2d-4d9f-9d52-b570fe30efb9\">Neo4j<\/mark> Knowledge Graph Builder \u53ef\u4ee5\u4f7f\u7528 PDF \u6587\u6863\u3001\u7f51\u9875\u3001YouTube \u89c6\u9891\u3001\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\u6765\u81ea\u52a8\u521b\u5efa<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002\u6574\u4e2a\u8fc7\u7a0b\u975e\u5e38\u7b80\u5355\uff0c\u70b9\u51e0\u4e0b\u6309\u94ae\u5373\u53ef\uff0c\u7136\u540e\u4f60\u5c31\u80fd\u53ef\u89c6\u5316\u548c<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u4f60\u8f93\u5165\u7684\u6587\u672c\u7684\u9886\u57df\u548c\u8bcd\u6c47\u56fe\u8c31\u3002\u8fd9\u4e2a\u5de5\u5177\u5f88\u5f3a\u5927\uff0c\u4e5f\u5f88\u6709\u8da3\uff0c\u80fd\u6781\u5927\u964d\u4f4e\u521b\u5efa<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u7684\u95e8\u69db\u3002<\/section>\n<section><\/section>\n<section>\u81f3\u4e8e\u7ed3\u6784\u5316\u6570\u636e\uff08\u6bd4\u5982\u4f60\u7684\u516c\u53f8\u5b58\u50a8\u7684\u6709\u5173\u5ba2\u6237\u3001\u4ea7\u54c1\u3001\u5730\u7406\u4f4d\u7f6e\u7b49\u7684\u7ed3\u6784\u5316\u6570\u636e\uff09\uff0c\u5219\u80fd\u76f4\u63a5<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u6210<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5bf9\u4e8e\u6700\u5e38\u89c1\u7684\u5b58\u50a8\u5728\u5173\u7cfb<mark data-type=\"concepts\" data-id=\"700f9c0f-1e8b-4fde-8bae-6de39c13f022\">\u6570\u636e\u5e93<\/mark>\u4e2d\u7684\u7ed3\u6784\u5316\u6570\u636e\uff0c\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u6807\u51c6\u5de5\u5177\u57fa\u4e8e\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u53ef\u9760\u89c4\u5219\u5c06\u5173\u7cfb<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u6210\u56fe\u8c31\u3002<\/section>\n<section><\/section>\n<section><strong>\u4f7f\u7528<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark><\/strong><\/section>\n<section><\/section>\n<section>\u6709\u4e86<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u540e\uff0c\u5c31\u53ef\u4ee5\u505a GraphRAG \u4e86\uff0c\u4e3a\u6b64\u6709\u5f88\u591a\u6846\u67b6\u53ef\u9009\uff0c\u6bd4\u5982 LlamaIndex Property Graph Index\u3001Langchain \u6574\u5408\u7684 <mark data-type=\"institutions\" data-id=\"f719e16a-6e2d-4d9f-9d52-b570fe30efb9\">Neo4j<\/mark> \u4ee5\u53ca Haystack \u6574\u5408\u7684\u7248\u672c\u3002\u8fd9\u4e2a\u9886\u57df\u53d1\u5c55\u5f88\u5feb\uff0c\u4f46\u73b0\u5728\u7f16\u7a0b\u65b9\u6cd5\u6b63\u5728\u53d8\u5f97\u975e\u5e38\u7b80\u5355\u3002<\/section>\n<section><\/section>\n<section>\u5728\u56fe\u8c31\u521b\u5efa\u65b9\u9762\u4e5f\u662f\u5982\u6b64\uff0c\u73b0\u5728\u5df2\u7ecf\u51fa\u73b0\u4e86 <mark data-type=\"institutions\" data-id=\"f719e16a-6e2d-4d9f-9d52-b570fe30efb9\">Neo4j<\/mark> Importer\uff08\u53ef\u901a\u8fc7\u56fe\u5f62\u5316\u754c\u9762\u5c06\u8868\u683c\u6570\u636e\u5bfc\u5165\u548c<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u4e3a\u56fe\u8c31\uff09\u548c\u524d\u9762\u63d0\u5230\u7684 <mark data-type=\"institutions\" data-id=\"f719e16a-6e2d-4d9f-9d52-b570fe30efb9\">Neo4j<\/mark> Knowledge Graph Builder \u7b49\u5de5\u5177\u3002\u4e0b\u56fe\u603b\u7ed3\u4e86\u6784\u5efa<mark data-type=\"tech_methods\" data-id=\"6e896233-3f15-47a4-9b2e-479d7cc5478b\">\u77e5\u8bc6\u56fe\u8c31<\/mark>\u7684\u6b65\u9aa4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aaf199dda4c8fb613e3d2cf0ce1f1f5b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-aaf199dda4c8fb613e3d2cf0ce1f1f5b.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u81ea\u52a8\u6784\u5efa\u7528\u4e8e\u751f\u6210\u5f0f AI \u7684<mark data-type=\"tech_methods\" 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