{"id":1064,"date":"2025-01-23T19:37:43","date_gmt":"2025-01-23T11:37:43","guid":{"rendered":"https:\/\/lingbo.online\/?p=1064"},"modified":"2025-11-06T09:04:48","modified_gmt":"2025-11-06T01:04:48","slug":"retrieval-augmented-generation-with-graphs-graphrag","status":"publish","type":"post","link":"https:\/\/lingbo.online\/index.php\/algorithm_learning\/retrieval-augmented-generation-with-graphs-graphrag\/","title":{"rendered":"Retrieval-Augmented Generation with Graphs (GraphRAG)"},"content":{"rendered":"<h3>MetaData<\/h3>\n<ul>\n<li>\u53d1\u8868\u65f6\u95f4 2025.01.08<\/li>\n<li>\u4f5c\u8005\uff1aHaoyu Han, Yu Wang, Harry Shomer, Kai Guo, Jiayuan Ding, Yongjia Lei, Mahantesh Halappanavar, Ryan A. Rossi, Subhabrata Mukherjee, Xianfeng Tang, Qi He, Zhigang Hua, Bo Long, Tong Zhao, Neil Shah, Amin Javari, Yinglong Xia, Jiliang Tang<\/li>\n<li>\u9879\u76ee\u94fe\u63a5\uff1a<a href=\"https:\/\/github.com\/Graph-RAG\/GraphRAG\/\" target=\"_blank\"  rel=\"nofollow\" >https:\/\/github.com\/Graph-RAG\/GraphRAG\/<\/a><\/li>\n<\/ul>\n<h3>\u6458\u8981<\/h3>\n<p>RAG\u901a\u8fc7\u4ece\u5916\u90e8\u8d44\u6e90\u4e2d\u68c0\u7d22\u9644\u52a0\u4fe1\u606f\uff0c\u5982\u77e5\u8bc6\u3001\u6280\u80fd\u548c\u5de5\u5177\u7b49\u6765\u589e\u5f3a\u4e0b\u6709\u4efb\u52a1\u7684\u6267\u884c\u3002\u77e5\u8bc6\u56fe\u8c31\u6709\u7740\u8282\u70b9\u7531\u8fb9\u8fde\u63a5\u7684\u7279\u6027\uff0c\u7f16\u7801\u4e86\u5927\u91cf\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u4fe1\u606f\uff0c\u80fd\u591f\u6210\u4e3aRAG\u5e94\u7528\u7684\u5b9d\u8d35\u8d44\u6e90\u3002\u5728\u4f20\u7edf\u7684RAG\u4e2d\uff0c\u68c0\u7d22\u5668\u3001\u751f\u6210\u5668\u548c\u5916\u90e8\u6570\u636e\u53ef\u4ee5\u5728\u795e\u7ecf\u5d4c\u5165\u7a7a\u95f4\u4e2d\u7edf\u4e00\u8bbe\u8ba1\u3002\u800c\u56fe\u8c31\u6570\u636e\u7ed3\u6784\u5305\u542b\u591a\u79cd\u683c\u5f0f\u548c\u7279\u5b9a\u9886\u57df\u7684\u5173\u8054\u77e5\u8bc6\uff0c\u8fd9\u4f7f\u5f97\u4e0d\u540c\u9886\u57df\u8bbe\u8ba1GraphRAG\u65f6\u5e26\u6765\u4e86\u91cd\u5927\u6311\u6218\u3002\u9274\u4e8eGraphRAG\u7684\u5e7f\u6cdb\u9002\u7528\u6027\u3001\u8bbe\u8ba1\u6311\u6218\u6027\u548c\u5e94\u7528\u6fc0\u589e\uff0c\u8feb\u5207\u9700\u8981\u5bf9\u5176\u5173\u952e\u6982\u5ff5\u548c\u76f8\u5173\u6280\u672f\u8fdb\u884c\u7cfb\u7edf\u6027\u7efc\u8ff0\u3002\u672c\u7740\u8fd9\u4e00\u52a8\u673a\uff0c\u6211\u4eec\u5bf9GraphRAG\u8fdb\u884c\u4e86\u6700\u65b0\u4e14\u5168\u9762\u7684\u7efc\u8ff0\u3002\u7efc\u8ff0\u9996\u5148\u901a\u8fc7\u5b9a\u4e49\u5176\u5173\u952e\u7ec4\u4ef6\uff08\u5305\u62ec\u67e5\u8be2\u5904\u7406\u5668query processor\u3001\u68c0\u7d22\u5668retriever\u3001\u7ec4\u7ec7\u5668organizer\u3001\u751f\u6210\u5668generator\u548c\u6570\u636e\u6e90data source\uff09\u63d0\u51fa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684GraphRAG\u6846\u67b6\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u4e0d\u540c\u9886\u57df\u7684\u56fe\u8c31\u8868\u73b0\u51fa\u4e0d\u540c\u7684\u5173\u7cfb\u6a21\u5f0f\uff0c\u9700\u8981\u8fdb\u884c\u5b9a\u5236\u5316\u8bbe\u8ba1\uff0c\u8bba\u6587\u56de\u987e\u4e86\u9488\u5bf9\u6bcf\u4e2a\u9886\u57df\u91cf\u8eab\u5b9a\u5236\u7684GraphRAG\u6280\u672f\u3002\u6700\u540e\uff0c\u8bba\u6587\u8ba8\u8bba\u4e86\u7814\u7a76\u53ef\u80fd\u9762\u4e34\u7684\u6311\u6218\u3002<\/p>\n<h3>Introduction<\/h3>\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u4f5c\u4e3a\u4e00\u79cd\u901a\u8fc7\u4ece\u5916\u90e8\u6570\u636e\u6e90\u68c0\u7d22\u9644\u52a0\u4fe1\u606f\u6765\u6539\u8fdb\u4e0b\u6e38\u4efb\u52a1\u7684\u5f3a\u5927\u6280\u672f\uff0c\u5df2\u6210\u529f\u5e94\u7528\u4e8e\u5404\u79cd\u5b9e\u9645\u5e94\u7528\u3002 \u5728RAG\u6846\u67b6\u4e2d\uff0c\u68c0\u7d22\u5668\u6839\u636e\u7528\u6237\u5b9a\u4e49\u7684\u67e5\u8be2\u6216\u4efb\u52a1\u6307\u4ee4\u641c\u7d22\u9644\u52a0\u7684\u77e5\u8bc6\u3001\u6280\u80fd\u548c\u5de5\u5177\u3002\u7136\u540e\uff0c\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u7531\u7ec4\u7ec7\u5668\u8fdb\u884c\u7ec6\u5316\uff0c\u5e76\u4e0e\u539f\u59cb\u67e5\u8be2\u6216\u6307\u4ee4\u65e0\u7f1d\u96c6\u6210\uff0c\u7136\u540e\u5c06\u5176\u8fdb\u4e00\u6b65\u9988\u9001\u5230\u751f\u6210\u5668\u4ee5\u751f\u6210\u6700\u7ec8\u7b54\u6848\u3002\u4f8b\u5982\uff0c\u5728\u8fdb\u884c\u95ee\u7b54(QA)\u4efb\u52a1\u65f6\uff0c\u7ecf\u5178\u7684\u201c\u5148\u68c0\u7d22\u540e\u9605\u8bfb\uff08Retriever-then-Reader\uff09\u201d\u6846\u67b6\u68c0\u7d22\u5916\u90e8\u4e8b\u5b9e\u77e5\u8bc6\u4ee5\u63d0\u9ad8\u7b54\u6848\u7684\u51c6\u786e\u6027\uff0c\u8fd9\u6781\u5927\u5730\u4fc3\u8fdb\u4e86\u793e\u4f1a\u798f\u7949\uff08faithfulness\uff09\u5e76\u51cf\u8f7b\u4e86\u9ad8\u98ce\u9669\u573a\u666f\uff08\u5373\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u548c\u6559\u80b2\u54a8\u8be2\uff09\u4e2d\u7684\u98ce\u9669\u3002\u6b64\u5916\uff0cLLM\u7684\u6700\u65b0\u8fdb\u5c55\u8fdb\u4e00\u6b65\u5f3a\u8c03\u4e86 RAG\u5728\u589e\u5f3aLLM\u793e\u4f1a\u8d23\u4efb\u65b9\u9762\u7684\u4f5c\u7528\uff0c\u4f8b\u5982\u51cf\u8f7b\u5e7b\u89c9(mitigating hallucinations)\u3001\u589e\u5f3a\u53ef\u89e3\u91ca\u6027\u548c\u900f\u660e\u5ea6\uff08interpretability and transparency\uff09\u3001\u5b9e\u73b0\u52a8\u6001\u9002\u5e94\u6027\uff08dynamic adaptability\uff09\u3001\u964d\u4f4e\u9690\u79c1\u98ce\u9669\uff08privacy risks\uff09\u3001\u786e\u4fdd\u53ef\u9760\/\u7a33\u5065\uff08reliability\/robust\uff09\u7684\u56de\u7b54\u4ee5\u53ca\u9f13\u52b1\u516c\u5e73\u5bf9\u5f85\uff08fair treatment\uff09\u3002<\/p>\n<p>\u57fa\u4e8eRAG\u7684\u6210\u529f\uff0c\u5e76\u8fdb\u4e00\u6b65\u8003\u8651\u5230\u56fe\u5728\u73b0\u5b9e\u4e16\u754c\u5e94\u7528\u4e2d\u7684\u666e\u904d\u6027\uff0c\u6700\u8fd1\u7684\u7814\u7a76\u63a2\u7d22\u4e86\u5c06RAG\u4e0e\u56fe\u7ed3\u6784\u6570\u636e\u76f8\u96c6\u6210\u3002\u4e0e\u6587\u672c\u6216\u56fe\u50cf\u6570\u636e\u4e0d\u540c\uff0c\u56fe\u7ed3\u6784\u6570\u636e\u901a\u8fc7\u5176\u5185\u5728\u7684\u201c\u8282\u70b9\u7531\u8fb9\u8fde\u63a5\u201d\u7684\u7279\u6027\u7f16\u7801\u5f02\u6784\u548c\u5173\u7cfb\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u793e\u4ea4\u7f51\u7edc\u4e2d\u901a\u8fc7\u793e\u4ea4\u5173\u7cfb\u8fde\u63a5\u7684\u4e2a\u4f53\u901a\u5e38\u8868\u73b0\u51fa\u540c\u8d28\u6027\u884c\u4e3a\uff0c\u8ba1\u5212\u4e2d\u7684\u987a\u5e8f\u51b3\u7b56\u6b65\u9aa4\u9075\u5faa\u56e0\u679c\u4f9d\u8d56\u6027\uff0c\u4ee5\u53ca\u5206\u5b50\u5185\u5c5e\u4e8e\u540c\u4e00\u5b98\u80fd\u56e2\u7684\u539f\u5b50\u5177\u6709\u72ec\u7279\u7684\u7ed3\u6784\u7279\u6027\u3002 \u8bbe\u8ba1\u5229\u7528\u5173\u7cfb\u4fe1\u606f\u7684RAG\u9700\u8981\u8c03\u6574\u5176\u6838\u5fc3\u7ec4\u4ef6\uff0c\u4f8b\u5982\u68c0\u7d22\u5668\u548c\u751f\u6210\u5668\uff0c\u4ee5\u65e0\u7f1d\u96c6\u6210\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u4ece\u800c\u4ea7\u751fGraphRAG\u3002\u4e0e\u4e3b\u8981\u4f7f\u7528\u8bed\u4e49\/\u8bcd\u6c47\uff08semantic\/lexical\uff09\u76f8\u4f3c\u6027\u641c\u7d22\u7684RAG\u4e0d\u540c\uff0cGraphRAG \u901a\u8fc7\u5229\u7528\u57fa\u4e8e\u56fe\u7684\u673a\u5668\u5b66\u4e60\uff08\u4f8b\u5982\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc(GNN)\uff09\u548c\u56fe\/\u7f51\u7edc\u5206\u6790\u6280\u672f\uff08\u4f8b\u5982\uff0c\u56fe\u904d\u5386\u641c\u7d22\u548c\u793e\u533a\u68c0\u6d4b\uff09\u5728\u6355\u83b7\u5173\u7cfb\u77e5\u8bc6\u65b9\u9762\u5177\u6709\u72ec\u7279\u7684\u4f18\u52bf\u3002\u4f8b\u5982\uff0c\u8003\u8651\u67e5\u8be2\u201c\u7528\u4e8e\u6cbb\u7597\u7c7b\u4e0a\u76ae\u8089\u7624\u5e76\u540c\u65f6\u5f71\u54cd EZH2 \u57fa\u56e0\u4ea7\u7269\u7684\u836f\u7269\u6709\u54ea\u4e9b\uff1f\u201d\uff0c\u76f2\u76ee\u6267\u884c\u4ec5\u4f9d\u8d56\u4e8e\u8bed\u4e49\/\u8bcd\u6c47\u76f8\u4f3c\u6027\u7684\u73b0\u6709 BM25 \u6216\u57fa\u4e8e\u5d4c\u5165\u7684\u641c\u7d22\u4f1a\u5ffd\u7565\u56fe\u7ed3\u6784\u4e2d\u7f16\u7801\u7684\u5173\u7cfb\u77e5\u8bc6\u3002\u76f8\u53cd\uff0c\u4e00\u4e9b GraphRAG \u65b9\u6cd5\u6cbf\u7740\u5173\u7cfb\u8def\u5f84\u201c\u75be\u75c5\uff08\u7c7b\u4e0a\u76ae\u8089\u7624\uff09-&gt;[\u9002\u5e94\u75c7]-&gt;\u836f\u7269-&gt;[\u9776\u70b9]-&gt;\u57fa\u56e0\/\u86cb\u767d\u8d28\uff08EZH2 \u57fa\u56e0\u4ea7\u7269\uff09\u201d\u904d\u5386\u56fe\uff0c\u4ee5\u68c0\u7d22\u9075\u5faa\u5173\u7cfb[\u9002\u5e94\u75c7]\u7684\u7c7b\u4e0a\u76ae\u8089\u7624\u75be\u75c5\u7684\u90bb\u5c45\uff0c\u9075\u5faa\u5173\u7cfb[\u9776\u70b9]\u7684\u57fa\u56e0EZH2\u7684\u90bb\u5c45\uff0c\u5e76\u627e\u5230\u5b83\u4eec\u76f8\u4ea4\u7684\u836f\u7269\u3002\u6b64\u5916\uff0c\u67d0\u4e9b\u9886\u57df\u6d89\u53ca\u5177\u6709\u6781\u5176\u590d\u6742\u51e0\u4f55\u5f62\u72b6\u7684\u5b9e\u4f53\u3002\u4f8b\u5982\uff0c\u5206\u5b50\u56fe\u4e2d\u76843D\u7ed3\u6784\u4ee5\u53ca\u4ea7\u54c1\u5206\u7c7b\u6cd5\uff08\u4f8b\u5982\uff0c\u4e9a\u9a6c\u900a\u4e0a\u7684\u4ea7\u54c1\u5206\u7c7b\u6cd5\uff09\u3001\u6587\u6863\u5206\u6bb5\uff08\u4f8b\u5982\uff0c\u4f7f\u7528Adobe Acrobat\u65f6\uff09\u548c\u793e\u4ea4\u7f51\u7edc\uff08\u4f8b\u5982\uff0cSnap\u4e0a\u7684\u793e\u4ea4\u7f51\u7edc\uff09\u4e2d\u5e38\u89c1\u7684\u5c42\u6b21\u6811\u7ed3\u6784\uff0c\u9700\u8981\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u56fe\u7f16\u7801\u5668\uff08\u6216\u66f4\u51c6\u786e\u5730\u8bf4\uff0c\u51e0\u4f55\u7f16\u7801\u5668\uff09\uff0c\u5e76\u5177\u6709\u9002\u5f53\u7684\u8868\u8fbe\u80fd\u529b\u6765\u6355\u6349\u7ed3\u6784\u7ec6\u5fae\u4e4b\u5904\u3002\u7b80\u5355\u5730\u5c06\u8282\u70b9\u6587\u672c\u53e3\u8bed\u5316\u5e76\u5c06\u5176\u8f93\u5165LLM\u65e0\u6cd5\u8868\u8fbe\u590d\u6742\u7684\u51e0\u4f55\u4fe1\u606f\uff0c\u5e76\u4e14\u7531\u4e8e\u90bb\u57df\u5c42\u589e\u5927\u800c\u5bfc\u81f4\u6587\u672c\u63cf\u8ff0\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u8fd9\u53d8\u5f97\u4e0d\u53ef\u884c\u3002<br \/>\n\u5c3d\u7ba1GraphRAG\u6bd4RAG\u5177\u6709\u4e0a\u8ff0\u4f18\u52bf\uff0c\u4f46\u7531\u4e8e\u56fe\u7ed3\u6784\u6570\u636e\u7684\u4ee5\u4e0b\u5dee\u5f02\uff0c\u8bbe\u8ba1\u5408\u9002\u7684GraphRAG\u9762\u4e34\u7740\u524d\u6240\u672a\u6709\u7684\u6311\u6218\uff1a<\/p>\n<ul>\n<li><strong>\u5dee\u5f021:\u7edf\u4e00\u5bf9\uff08versus\uff09vs\u591a\u6837\u5316\u683c\u5f0f\u7684\u4fe1\u606f<\/strong>\uff1a\u5728\u4f20\u7edf\u7684RAG\u4e2d\uff0c\u8bed\u4e49\u4fe1\u606f\u53ef\u4ee5\u7edf\u4e00\u8868\u793a\u4e3a\u56fe\u50cf\u5757\u7684\u4e8c\u7ef4\u7f51\u683c\u6216\u6587\u672c\u8bed\u6599\u5e93\u7684\u4e00\u7ef4\u5e8f\u5217\u3002\u4e0e\u4f20\u7edf\u7684RAG\u4e0d\u540c\uff0c\u56fe\u7ed3\u6784\u6570\u636e\u901a\u5e38\u5305\u542b\u591a\u79cd\u683c\u5f0f\uff0c\u5e76\u5b58\u50a8\u5728\u5f02\u6784\u7684\u6765\u6e90\u4e2d\u3002\u4f8b\u5982\uff0c\u6587\u6863\u56fe\u5c06\u5b9e\u4f53\u5d4c\u5165\u4e3a\u53e5\u5b50\u5757\uff0c\u77e5\u8bc6\u56fe\u5c06\u56fe\u4fe1\u606f\u5b58\u50a8\u4e3a\u4e09\u5143\u7ec4\u6216\u8def\u5f84\uff0c\u800c\u5206\u5b50\u56fe\u7531\u9ad8\u9636\u7ed3\u6784\uff08\u4f8b\u5982\uff0c\u7ec6\u80de\u590d\u5408\u4f53\uff09\u7ec4\u6210\uff0c\u5982\u56fe1\u6240\u793a\u3002\u4e00\u4e9b\u56fe\u6570\u636e\u751a\u81f3\u53ef\u80fd\u662f\u591a\u6a21\u6001\u7684\uff08\u4f8b\u5982\uff0c\u6587\u672c\u5c5e\u6027\u56fe\u5305\u542b\u7ed3\u6784\u548c\u6587\u672c\u5c5e\u6027\uff0c\u573a\u666f\u56fe\u7ed3\u5408\u4e86\u7ed3\u6784\u548c\u89c6\u89c9\uff09\u3002\u56e0\u6b64\uff0c\u8fd9\u79cd\u591a\u6837\u6027\u9700\u8981\u4e0d\u540c\u7684RAG\u8bbe\u8ba1\u3002\u5bf9\u4e8e\u68c0\u7d22\u5668\u800c\u8a00\uff0c\u4f20\u7edf\u7684RAG\u5047\u8bbe\u76ee\u6807\u4fe1\u606f\u5df2\u7f16\u5165\u56fe\u50cf\u6216\u6587\u672c\u8bed\u6599\u5e93\u7684\u7d22\u5f15\uff0c\u8fd9\u4e9b\u4fe1\u606f\u53ef\u4ee5\u7edf\u4e00\u8868\u793a\u4e3a\u5411\u91cf\u5d4c\u5165\uff0c\u5e76\u652f\u6301\u4e00\u5200\u5207\uff08one-size-fits-all\uff09\u7684\u57fa\u4e8e\u5d4c\u5165\u7684\u68c0\u7d22\u3002\u4f46\u662f\uff0cGraphRAG\u7684\u68c0\u7d22\u5668\u5fc5\u987b\u8003\u8651\u6240\u9700\u4fe1\u606f\u7684\u5177\u4f53\u683c\u5f0f\u548c\u6765\u6e90\uff0c\u4f7f\u5f97\u4e00\u5200\u5207\u7684\u8bbe\u8ba1\u53d8\u5f97\u4e0d\u5207\u5b9e\u9645\u3002\u5728\u5904\u7406\u77e5\u8bc6\u56fe\u8c31\u95ee\u7b54\u65f6\uff0c\u8282\u70b9\u3001\u8fb9\u6216\u5b50\u56fe\u7684\u4fe1\u606f\u901a\u5e38\u5728\u57fa\u4e8e\u5d4c\u5165\u5339\u914d\u7684\u68c0\u7d22\u4e4b\u524d\u901a\u8fc7\u56fe\u641c\u7d22\u83b7\u53d6\u3002\u6b64\u83b7\u53d6\u64cd\u4f5c\u901a\u5e38\u901a\u8fc7\u5b9e\u4f53\u94fe\u63a5\u3001\u5173\u7cfb\u5339\u914d\u548c\u56fe\u641c\u7d22\u7b97\u6cd5\uff08\u4f8b\u5982\uff0c\u5e7f\u5ea6\u4f18\u5148\u641c\u7d22\u3001\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u3001\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\u548c A* 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\u7b49\u56fe\u7f16\u7801\u5668\u5bf9\u56fe\u8fdb\u884c\u7f16\u7801\u53ef\u4ee5\u5e2e\u52a9\u4fdd\u7559\u7ed3\u6784\u7ec6\u5fae\u4e4b\u5904\u3002<\/li>\n<li><strong>\u5dee\u5f022:\u72ec\u7acb\u4fe1\u606f\u4e0e\u76f8\u4e92\u4f9d\u8d56\u4fe1\u606f<\/strong>\uff1a\u5728\u4f20\u7edf\u7684RAG\u4e2d\uff0c\u4fe1\u606f\u662f\u72ec\u7acb\u5b58\u50a8\u548c\u4f7f\u7528\u7684\u3002\u4f8b\u5982\uff0c\u6587\u6863\u88ab\u5206\u5272\u6210\u5757\uff0c\u4f8b\u5982\u5355\u4e2a\u53e5\u5b50\u3001\u6bb5\u843d\u6216\u56fa\u5b9a\u6570\u91cf\u7684\u7b26\u5143(tokens)\uff0c\u8fd9\u53d6\u51b3\u4e8e\u6587\u6863\u4e0a\u4e0b\u6587\u548c\u4e0b\u6e38\u4efb\u52a1\u3002\u7136\u540e\uff0c\u6bcf\u4e2a\u5757\u90fd\u72ec\u7acb\u5730\u7d22\u5f15\u5e76\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002\u8fd9\u79cd\u72ec\u7acb\u6027\u963b\u6b62\u4e86\u68c0\u7d22\u6355\u83b7\u5757\u5173\u7cfb\uff0c\u8fd9\u963b\u788d\u4e86\u9700\u8981\u591a\u8df3\u63a8\u7406(multi-hop reasoning)\u548c\u957f\u7bc7\u89c4\u5212(long-form planning)\u7684\u4efb\u52a1\u7684\u6027\u80fd\u3002\u7136\u800c\uff0cGraphRAG\u5c06\u5757\u5b58\u50a8\u4e3a\u76f8\u4e92\u8fde\u63a5\u7684\u8282\u70b9\uff0c\u8fb9\u8868\u793a\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u8fd9\u6709\u5229\u4e8e\u68c0\u7d22\u3001\u7ec4\u7ec7\u548c\u751f\u6210\u3002\u5bf9\u4e8e\u68c0\u7d22\uff0c\u8fd9\u4e9b\u8fb9\u53ef\u4ee5\u5b9e\u73b0\u591a\u8df3\u904d\u5386\u4ee5\u6355\u83b7\u4e0e\u73b0\u6709\u68c0\u7d22\u5757\u5177\u6709\u903b\u8f91\u8fde\u63a5\u7684\u5176\u4ed6\u5757\u3002\u6b64\u5916\uff0c\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u53ef\u4ee5\u6839\u636e\u5176\u8bed\u4e49\u542b\u4e49\uff08\u4f8b\u5982\uff0c\u91cd\u65b0\u6392\u5e8f\uff09\u4ee5\u53ca\u5b83\u4eec\u7684\u7ed3\u6784\u5173\u7cfb\uff08\u4f8b\u5982\uff0c\u56fe\u526a\u679d\uff09\u8fdb\u884c\u7ec4\u7ec7\u3002\u5728\u751f\u6210\u9636\u6bb5\uff0c\u5c06\u76f8\u4e92\u4f9d\u8d56\u6027\uff08\u4f8b\u5982\uff0c\u4f4d\u7f6e\u7f16\u7801\uff09\u538b\u7f29\u5230\u751f\u6210\u5668\u4e2d\uff0c\u4f1a\u5c06\u66f4\u591a\u7ed3\u6784\u4fe1\u53f7\u7f16\u7801\u5230\u751f\u6210\u7684\u5185\u5bb9\u4e2d\u3002<\/li>\n<li><strong>\u5dee\u5f023:\u9886\u57df\u4e0d\u53d8\u6027(Domain Invariance)\u4e0e\u9886\u57df\u7279\u5b9a(Domain-specific)\u4fe1\u606f<\/strong>\uff1a\u56fe\u7ed3\u6784\u6570\u636e\u4e2d\u7684\u5173\u7cfb\u662f\u7279\u5b9a\u4e8e\u9886\u57df\u7684\u3002\u4e0e\u56fe\u50cf\u548c\u6587\u672c\u4e0d\u540c\uff0c\u56fe\u50cf\u548c\u6587\u672c\u4e2d\u4e0d\u540c\u7684\u9886\u57df\u901a\u5e38\u5171\u4eab\u53ef\u8f6c\u79fb\u7684\u8bed\u4e49\uff0c\u4f8b\u5982\u56fe\u50cf\u4e2d\u7684\u7eb9\u7406\u548c\u9897\u7c92\uff0c\u6216\u6587\u672c\u4e2d\u7531\u5206\u8bcd\u5668\u5b9a\u4e49\u7684\u8bcd\u6c47\u8868\uff0c\u56fe\u7ed3\u6784\u6570\u636e\u7f3a\u4e4f\u660e\u786e\u7684\u53ef\u8f6c\u79fb\u5355\u5143\u3002\u56fe\u50cf\u548c\u6587\u672c\u4e2d\u8fd9\u79cd\u5171\u4eab\u7684\u57fa\u7840\u4e3a\u8bbe\u8ba1\u5177\u6709\u51e0\u4f55\u4e0d\u53d8\u6027\u7684\u7f16\u7801\u5668\u5960\u5b9a\u4e86\u57fa\u7840\uff0c\u5e76\u5b9e\u73b0\u4e86\u4f17\u6240\u5468\u77e5\u7684\u6570\u636e\u7f29\u653e\u5b9a\u5f8b\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u63a7\u5236\u751f\u6210\u7684\u56fe\u7684\u5e95\u5c42\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u5728\u4e0d\u540c\u9886\u57df\u4e4b\u95f4\u5dee\u5f02\u5f88\u5927\u3002\u8fd9\u79cd\u53ef\u53d8\u6027\u4f7f\u5f97\u5173\u7cfb\u4fe1\u606f\u9ad8\u5ea6\u7279\u5b9a\u4e8e\u9886\u57df\uff0c\u51e0\u4e4e\u4e0d\u53ef\u80fd\u8bbe\u8ba1\u4e00\u4e2a\u9002\u7528\u4e8e\u4e0d\u540c\u9886\u57df\u7684\u7edf\u4e00GraphRAG\u3002\u4f8b\u5982\uff0c\u5728\u9884\u6d4b\u5b66\u672f\u8bba\u6587\u4e3b\u9898\u65f6\uff0c\u5e7f\u6cdb\u63a5\u53d7\u7684\u540c\u8d28\u6027\u5047\u8bbe\u5efa\u8bae\u4ece\u8bba\u6587\u4e2d\u68c0\u7d22\u53c2\u8003\u6587\u732e\u6765\u544a\u77e5\u5176\u4e3b\u9898\u9884\u6d4b\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u540c\u8d28\u6027\u5047\u8bbe\u4e0d\u9002\u7528\u4e8e\u5bf9\u822a\u73ed\u7f51\u7edc\u4e2d\u673a\u573a\u89d2\u8272\u8fdb\u884c\u5206\u7c7b\u7684\u60c5\u51b5\uff0c\u5728\u8be5\u60c5\u51b5\u4e0b\uff0c\u67a2\u7ebd\u901a\u5e38\u7a00\u758f\u5730\u5206\u5e03\u5728\u4e00\u4e2a\u56fd\u5bb6\/\u5730\u533a\uff0c\u6ca1\u6709\u76f4\u63a5\u8fde\u63a5\u3002\u6b64\u5916\uff0c\u5373\u4f7f\u6765\u81ea\u540c\u4e00\u9886\u57df\u7684\u540c\u4e00\u56fe\uff0c\u4e0d\u540c\u7684\u4efb\u52a1\u4e5f\u53ef\u80fd\u9700\u8981\u4e0d\u540c\u7684GraphRAG\u8bbe\u8ba1\u3002\u4f8b\u5982\uff0c\u5728\u8bbe\u8ba1\u81ea\u52a8\u7535\u5b50\u90ae\u4ef6\u5b8c\u6210\u7cfb\u7edf\u4ee5\u4f18\u5316\u516c\u53f8\u6c9f\u901a\u6548\u7387\u65f6\uff0c\u5e94\u540c\u65f6\u8003\u8651\u5185\u5bb9\u76f8\u5173\u6027\u548c\u8bed\u6c14\u4e00\u81f4\u6027[428]\u3002\u4e3a\u4e86\u786e\u4fdd\u751f\u6210\u7535\u5b50\u90ae\u4ef6\u7684\u5185\u5bb9\u76f8\u5173\u6027\uff0c\u4eba\u4eec\u53ef\u80fd\u4f1a\u5047\u8bbe\u7d27\u5bc6\u7684\u7535\u5b50\u90ae\u4ef6\uff08\u5373\u6765\u81ea\u540c\u4e00\u5bf9\u8bdd\u7ebf\u7a0b\u7684\u7535\u5b50\u90ae\u4ef6\uff09\u5171\u4eab\u7c7b\u4f3c\u7684\u5185\u5bb9\uff0c\u56e0\u6b64\u5e94\u8be5\u68c0\u7d22\u5b83\u4eec\u4f5c\u4e3a\u53c2\u8003\u3002\u7136\u800c\uff0c\u4e3a\u4e86\u4fdd\u6301\u8bed\u6c14\u7684\u4e00\u81f4\u6027\uff0c\u53ef\u80fd\u4f1a\u68c0\u7d22\u6765\u81ea\u5177\u6709\u7c7b\u4f3c\u89d2\u8272\u7684\u5458\u5de5\u7684\u7535\u5b50\u90ae\u4ef6\uff0c\u5373\u4f7f\u5b83\u4eec\u4e0d\u5171\u4eab\u7d27\u5bc6\u7684\u793e\u4f1a\u5173\u7cfb\uff08\u4f8b\u5982\uff0c\u4e0b\u5c5e\u548c\u4e0a\u7ea7\u4e4b\u95f4\uff09\uff0c\u800c\u662f\u626e\u6f14\u516c\u53f8\u4e2d\u7c7b\u4f3c\u7684\u7ed3\u6784\u89d2\u8272\uff08\u4f8b\u5982\uff0c\u4e0d\u540c\u56e2\u961f\u7684\u7ecf\u7406\uff09\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2025\/01\/20250123024541391.png\" alt=\"\" \/><\/p>\n<p>\u56fe1 RAG\u548cGraphRAG\u7684\u533a\u522b\u3002RAG\u5904\u7406\u6587\u672c\u548c\u56fe\u50cf\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u53ef\u4ee5\u7edf\u4e00\u683c\u5f0f\u5316\u4e3a\u4e00\u7ef4\u5e8f\u5217\u6216\u4e8c\u7ef4\u7f51\u683c\uff0c\u6ca1\u6709\u5173\u7cfb\u4fe1\u606f\u3002 \u76f8\u53cd\uff0cGraphRAG\u5904\u7406\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u5b83\u5305\u542b\u591a\u79cd\u683c\u5f0f\uff0c\u5e76\u5305\u62ec\u7279\u5b9a\u9886\u57df\u7684\u5173\u8054\u4fe1\u606f\u3002<\/p>\n<p>\u5c3d\u7ba1\u4e0a\u8ff0\u5dee\u5f02\u63a8\u52a8\u4e86GraphRAG\u7684\u5927\u91cf\u7814\u7a76\uff0c\u4f46\u8be5\u9886\u57df\u7684\u5f53\u524d\u7814\u7a76\u73b0\u72b6\u4ecd\u7136\u5904\u5728\u788e\u7247\u5316\uff08fragmented\uff09\uff0c\u4e0d\u540c\u7814\u7a76\u5728\u6982\u5ff5\u3001\u6280\u672f\u548c\u6570\u636e\u96c6\u65b9\u9762\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u6b64\u5916\uff0c\u5f53\u524d\u7684GraphRAG\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u56fe2\u4e2d\u6240\u8ff0\u7684\u77e5\u8bc6\u56fe\u548c\u6587\u6863\u56fe\u4e0a\uff0c\u5e38\u5e38\u5ffd\u7565\u4e86\u5728\u5176\u4ed6\u9886\u57df\uff08\u5982\u57fa\u7840\u8bbe\u65bd\u56fe\uff09\u7684\u66f4\u5e7f\u6cdb\u5e94\u7528\u3002\u8fd9\u79cd\u4e0d\u5e73\u8861\u4e0d\u4ec5\u963b\u788d\u4e86GraphRAG\u7684\u53d1\u5c55\uff0c\u800c\u4e14\u8fd8\u53ef\u80fd\u9020\u6210\u201c\u6ce1\u6cab\u6548\u5e94\uff08bubble effect\uff09\u201d\uff0c\u9650\u5236\u4e86\u672a\u6765\u63a2\u7d22\u7684\u8303\u56f4\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u6211\u4eec\u5bf9GraphRAG\u8fdb\u884c\u4e86\u5168\u9762\u4e14\u6700\u65b0\u7684\u7efc\u8ff0\uff0c\u65e8\u5728\u4ece\u5168\u5c40\u89d2\u5ea6\u7edf\u4e00GraphRAG\u6846\u67b6\uff0c\u540c\u65f6\u4ece\u5c40\u90e8\u89d2\u5ea6\u4e13\u95e8\u9488\u5bf9\u6bcf\u4e2a\u9886\u57df\u8bbe\u8ba1\u5176\u72ec\u7279\u7684\u65b9\u6848\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2025\/01\/20250123031232921.png\" alt=\"\" \/><\/p>\n<p>\u56fe2 \u57fa\u4e8e\u672c\u7efc\u8ff0\u4e2d\u56de\u987e\u7684\u8bba\u6587\uff0c\u4e0d\u540c\u9886\u57dfGraphRAG\u7684\u51fa\u7248\u7269\u6570\u91cf<\/p>\n<p>\u672c\u7efc\u8ff0\u7684\u4e3b\u8981\u8d21\u732e\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li><strong>GraphRAG\u7684\u6574\u4f53\u6846\u67b6<\/strong>\uff1a\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u7531\u4e94\u4e2a\u5173\u952e\u7ec4\u4ef6\u7ec4\u6210\u7684GraphRAG\u6574\u4f53\u6846\u67b6\uff1a\u67e5\u8be2\u5904\u7406\u5668\u3001\u68c0\u7d22\u5668\u3001\u7ec4\u7ec7\u5668\u3001\u751f\u6210\u5668\u548c\u56fe\u6570\u636e\u6e90\u3002\u5728\u6bcf\u4e2a\u7ec4\u4ef6\u4e2d\uff0c\u6211\u4eec\u56de\u987e\u4e86\u5177\u6709\u4ee3\u8868\u6027\u7684GraphRAG\u6280\u672f\u3002<\/li>\n<li><strong>\u4e0d\u540c\u9886\u57dfGraphRAG\u7684\u4e13\u95e8\u5316<\/strong>\uff1a\u6839\u636e\u5176\u5177\u4f53\u5e94\u7528\u5c06GraphRAG\u8bbe\u8ba1\u5206\u4e3a10\u4e2a\u4e0d\u540c\u7684\u9886\u57df\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u9886\u57df\uff0c\u56de\u987e\u4e86\u5b83\u4eec\u7684\u72ec\u7279\u5e94\u7528\u548c\u5177\u4f53\u7684\u56fe\u6784\u5efa\u65b9\u6cd5\u3002\u968f\u540e\uff0c\u8bba\u6587\u603b\u7ed3\u4e86\u6240\u63d0\u7684\u6574\u4f53GraphRAG\u6846\u67b6\u4e2d\u6bcf\u4e2a\u7ec4\u4ef6\u7684\u72ec\u7279\u8bbe\u8ba1\uff0c\u5e76\u6536\u96c6\u4e86\u4e30\u5bcc\u7684\u57fa\u51c6\u6570\u636e\u96c6\u548c\u5de5\u5177\u8d44\u6e90\u300210\u4e2a\u9886\u57df\u5305\u62ec:\n<ul>\n<li>\u6587\u6863\u56fe\uff08document graph\uff09<\/li>\n<li>\u79d1\u5b66\u56fe\uff08scientific graph\uff09<\/li>\n<li>\u793e\u4f1a\u56fe\uff08social graph\uff09<\/li>\n<li>\u89c4\u5212\u548c\u63a8\u7406\u56fe\uff08planning&amp;reasoning graph\uff09<\/li>\n<li>\u8868\u683c\u56fe\uff08tabular graph\uff09<\/li>\n<li>\u57fa\u7840\u8bbe\u65bd\u56fe\uff08infrastructure graph\uff09<\/li>\n<li>\u751f\u7269\u56fe\uff08biological graph\uff09<\/li>\n<li>\u573a\u666f\u56fe\uff08scene graph\uff09<\/li>\n<li>\u968f\u673a\u56fe\uff08random graph\uff09<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6311\u6218\u4e0e\u672a\u6765\u65b9\u5411<\/strong>\uff1a\u6211\u4eec\u91cd\u70b9\u4ecb\u7ecd\u4e86\u5f53\u524d\u56feRAG\u7814\u7a76\u7684\u6311\u6218\uff0c\u5e76\u6307\u51fa\u4e86\u5c06\u56feRAG\u63a8\u8fdb\u5230\u65b0\u524d\u6cbf\u7684\u672a\u6765\u673a\u9047\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u9762\uff0c\u8bba\u6587\u91cd\u70b9\u4ecb\u4e86\u4e0e\u73b0\u6709\u7efc\u8ff0\u4e4b\u95f4\u7684\u533a\u522b\u3002\u5c3d\u7ba1\u8feb\u5207\u9700\u8981\u5bf9\u56feRAG\u8fdb\u884c\u7cfb\u7edf\u7684\u6982\u8ff0\uff0c\u4f46\u5927\u591a\u6570\u73b0\u6709\u7efc\u8ff0\u90fd\u5173\u6ce8\u72ec\u7acb\u540c\u5206\u5e03\u6570\u636e\u4e0a\u4e0b\u6587\u4e2d\u7684\u901a\u7528RAG\u3002\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u51fa\u73b0\u4e4b\u524d\uff0c\u65e9\u671f\u7684\u7efc\u8ff0\u4fa7\u91cd\u4e8e\u6587\u672cRAG\u3002\u968f\u7740LLM\u7b49\u57fa\u7840\u6a21\u578b\u6700\u8fd1\u53d6\u5f97\u4e86\u524d\u6240\u672a\u6709\u7684\u6210\u529f\uff0c\u5404\u79cd\u7efc\u8ff0\u63a2\u8ba8\u4e86\u7531\u57fa\u7840\u6a21\u578b\u9a71\u52a8\u7684\u4e0d\u540c\u6a21\u6001\u7684RAG\u3002Gao\u7b49\u4eba\u5c06\u73b0\u6709\u7684RAG\u65b9\u6cd5\u5206\u4e3a\u4e09\u7c7b\uff08\u6734\u7d20\u7684(naive)\u3001\u9ad8\u7ea7\u7684(advanced)\u548c\u6a21\u5757\u5316\u7684(Modular)RAG\uff09\uff0c\u603b\u7ed3\u4e86\u4e09\u79cd\u6838\u5fc3\u6280\u672f\uff08\u68c0\u7d22\u3001\u751f\u6210\u548c\u589e\u5f3a\uff09\uff0c\u5e76\u56de\u987e\u4e86\u8bc4\u4f30\u6307\u6807\u3002\u4e0e\u6b64\u540c\u65f6\uff0cZhao\u7b49\u4eba\u6839\u636e\u76f8\u5e94\u7684\u5e94\u7528\u548c\u6570\u636e\u6a21\u6001\u56de\u987e\u4e86\u5177\u6709\u4ee3\u8868\u6027\u7684RAG\u7cfb\u7edf\u3002\u53e6\u4e00\u7bc7\u8bba\u6587\u4fa7\u91cd\u4e8e\u56de\u987eRAG\u7684\u53ef\u4fe1\u5ea6\u95ee\u9898\u548c\u6280\u672f\u3002\u7136\u800c\uff0c\u5b83\u4eec\u90fd\u6ca1\u6709\u4e13\u95e8\u5173\u6ce8\u56fe\u7ed3\u6784\u6570\u636e\u3002\u636e\u6211\u4eec\u6240\u77e5\uff0c\u53ea\u6709\u4e00\u9879\u975e\u5e38\u8fd1\u671f\u7684\u7814\u7a76\u4e13\u95e8\u8c03\u67e5\u4e86\u56fe\u7ed3\u6784\u6570\u636e\u4e0a\u4e0b\u6587\u4e2d\u7684RAG\u3002\u7136\u800c\uff0c\u8fd9\u9879\u5de5\u4f5c\u4e3b\u8981\u4fa7\u91cd\u4e8e\u56de\u987e\u5728\u4f20\u7edfRAG\u67b6\u6784\u4e0b\u7531\u56fe\u5f15\u5165\u7684\u6280\u672f\uff0c\u800c\u6ca1\u6709\u4e13\u95e8\u56de\u987e\u4e0d\u540c\u9886\u57df\u4e2d\u56fe\u7684\u591a\u6837\u5173\u7cfb\u548c\u6280\u672f\u8bbe\u8ba1\u3002\u4e0e\u5176\u6574\u4f53\u56de\u987e\u7406\u5ff5\u76f8\u53cd\uff0c\u8bba\u6587\u8ba4\u8bc6\u5230\u56fe\u7ed3\u6784\u6570\u636e\u7684\u5185\u5728\u5f02\u8d28\u6027\uff0c\u5e76\u5728\u4e0d\u540c\u9886\u57df\u4e13\u95e8\u5bf9\u56feRAG\u8fdb\u884c\u7efc\u8ff0\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u63ed\u793a\u4e86\u6bcf\u4e2a\u9886\u57df\u7684\u6839\u672c\u4efb\u52a1\u5e94\u7528\uff08\u4f55\u65f6\u68c0\u7d22\uff09\u3001\u56fe\u6784\u5efa\u65b9\u6cd5\u548c\u5173\u7cfb\u539f\u7406\uff08\u68c0\u7d22\u4ec0\u4e48\uff09\u4ee5\u53ca\u56feRAG\u6280\u672f\uff08\u5982\u4f55\u68c0\u7d22\uff09\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u7684\u7efc\u8ff0\u4e3a\u4fe1\u606f\u68c0\u7d22\u3001\u6570\u636e\u6316\u6398\u548c\u673a\u5668\u5b66\u4e60\u793e\u533a\u63d0\u4f9b\u4e86\u5173\u4e8e\u56feRAG\u7684\u5168\u9762\u6982\u8ff0\uff0c\u4ee5\u53ca\u4fc3\u8fdb\u8de8\u5b66\u79d1\u7814\u7a76\u548c\u4ea7\u4e1a\u673a\u9047\u7684\u9886\u57df\u7279\u5b9a\u89c1\u89e3\u3002<\/p>\n<p>\u8bba\u6587\u7684\u7efc\u8ff0\u7ed3\u6784\u5982\u4e0b\uff1a\u7b2c2\u8282\u4ecb\u7ecd\u4e86\u56feRAG\u7684\u6574\u4f53\u6846\u67b6\uff0c\u5e76\u4ecb\u7ecd\u4e86\u5176\u4e94\u4e2a\u5173\u952e\u7ec4\u4ef6\u7684\u4ee3\u8868\u6027\u6280\u672f\u3002\u4ece\u7b2c3\u8282\u52309\u8282\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u5177\u4f53\u7684\u9886\u57df\uff0c\u56de\u987e\u72ec\u7279\u7684\u4efb\u52a1\u5e94\u7528\uff0c\u603b\u7ed3\u6307\u5bfc\u8be5\u9886\u57dfGraphRAG\u8bbe\u8ba1\u7684\u73b0\u6709\u56fe\u6784\u5efa\u65b9\u6cd5\uff0c\u7a81\u51fa\u6240\u63d0\u6574\u4f53\u6846\u67b6\u5185\u4e94\u4e2a\u7ec4\u4ef6\u7684\u7279\u5b9a\u9886\u57df\u6280\u672f\uff0c\u5e76\u4ecb\u7ecd\u8de8\u4e0d\u540c\u9886\u57df\u4f7f\u7528\u7684\u73b0\u6709GraphRAG\u8d44\u6e90\uff08\u4f8b\u5982\uff0c\u57fa\u51c6\u6570\u636e\u96c6\u548c\u5de5\u5177\uff09\u3002\u6700\u540e\uff0c\u5728\u7b2c10\u8282\u8ba8\u8bba\u7814\u7a76\u6311\u6218\u548c\u673a\u9047\uff0c\u5e76\u5728\u7b2c11\u8282\u8fdb\u884c\u603b\u7ed3\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2025\/01\/20250123041523402.jpg\" alt=\"\" \/><\/p>\n<p>\u56fe3 GraphRAG\u7684\u6574\u4f53\u6846\u67b6\u53ca\u5176\u5173\u952e\u7ec4\u4ef6\u7684\u4ee3\u8868\u6027\u6280<\/p>\n<h3>GraphRAG\u7684\u6574\u4f53\u6846\u67b6<\/h3>\n<p>\u57fa\u4e8eGraphRAG\u7684\u73b0\u6709\u6587\u732e\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2aGraphRAG\u7684\u6574\u4f53\u6846\u67b6\u3002\u63a5\u4e0b\u6765\uff0c\u8bba\u6587\u5c06\u4ecb\u7ecd\u6574\u4e2a\u6846\u67b6\u4e2d\u4f7f\u7528\u7684\u57fa\u672c\u95ee\u9898\u8bbe\u7f6e\u548c\u7b26\u53f7\u3002<\/p>\n<h4>\u95ee\u9898\u548c\u7b26\u53f7\u8bbe\u7f6e<\/h4>\n<p>\u9075\u5faaRAG\u7684\u4e00\u822c\u8bbe\u7f6e\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u56fe\u7ed3\u6784\u7684\u6570\u636e\u6e90<span class=\"katex-eq\" data-katex-display=\"false\">G<\/span>\uff0c\u7528\u6237\u5b9a\u4e49\u7684\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">Q<\/span>\u88ab\u8fdb\u4e00\u6b65\u53d1\u9001\u5230\u67e5\u8be2\u5904\u7406\u5668<span class=\"katex-eq\" data-katex-display=\"false\">\\Omega^{Processor}<\/span>\u4ee5\u83b7\u5f97\u9884\u5904\u7406\u7684\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">\\hat{Q}<\/span>\u3002\u4e4b\u540e\uff0c\u68c0\u7d22\u5668<span class=\"katex-eq\" data-katex-display=\"false\">\\Omega^{Retriever}<\/span>\u57fa\u4e8e<span class=\"katex-eq\" data-katex-display=\"false\">\\hat{Q}<\/span>\u4ece\u56fe\u6570\u636e\u6e90<span class=\"katex-eq\" data-katex-display=\"false\">G<\/span>\u68c0\u7d22\u5185\u5bb9<span class=\"katex-eq\" data-katex-display=\"false\">C<\/span>\u3002\u63a5\u4e0b\u6765\uff0c\u68c0\u7d22\u5230\u7684\u5185\u5bb9<span class=\"katex-eq\" data-katex-display=\"false\">C<\/span>\u7531\u7ec4\u7ec7\u5668<span class=\"katex-eq\" data-katex-display=\"false\">\\Omega^{Organizer}<\/span>\u7ec6\u5316\u4ee5\u5f62\u6210\u7ec6\u5316\u540e\u7684\u5185\u5bb9<span class=\"katex-eq\" data-katex-display=\"false\">\\hat{C}<\/span>\u6700\u540e\uff0c\u7ec6\u5316\u540e\u7684\u5185\u5bb9<br \/>\n<span class=\"katex-eq\" data-katex-display=\"false\">\\hat{C}<\/span>\u89e6\u53d1\u751f\u6210\u5668<span class=\"katex-eq\" data-katex-display=\"false\">\\Omega^{Generator}<\/span>\u751f\u6210\u6700\u7ec8\u7b54\u6848<span class=\"katex-eq\" data-katex-display=\"false\">A<\/span>\u3002\u4e0a\u8ff0\u4e94\u4e2a\u7ec4\u4ef6\u603b\u7ed3\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li><strong>\u67e5\u8be2\u5904\u7406\u5668<span class=\"katex-eq\" data-katex-display=\"false\">\\Omega^{Processor}<\/span><\/strong>\uff1a\u9884\u5904\u7406\u7ed9\u5b9a\u7684\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">\\hat{Q}=\\Omega^{Processor}\uff08Q\uff09<\/span><\/li>\n<li><strong>\u56fe\u6570\u636e\u6e90<span class=\"katex-eq\" data-katex-display=\"false\">G<\/span><\/strong>\uff1a\u4ee5\u56fe\u7ed3\u6784\u683c\u5f0f\u7ec4\u7ec7\u7684\u4fe1\u606f<\/li>\n<li><strong>\u68c0\u7d22\u5668<span class=\"katex-eq\" data-katex-display=\"false\">\\Omega^{Retriever}<\/span><\/strong>\uff1a\u57fa\u4e8e\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">\\hat{Q}<\/span>\u4ece<span class=\"katex-eq\" data-katex-display=\"false\">G<\/span>\u68c0\u7d22\u5185\u5bb9<span class=\"katex-eq\" data-katex-display=\"false\">C=\\Omega^{Retriever}\uff08\\hat{Q},G\uff09<\/span><\/li>\n<li><strong>\u7ec4\u7ec7\u5668<span class=\"katex-eq\" data-katex-display=\"false\">\\Omega^{Organizer}<\/span><\/strong>\uff1a<br \/>\n\u6392\u5217\u548c\u7ec6\u5316\u68c0\u7d22\u5230\u5185\u5bb9<span class=\"katex-eq\" data-katex-display=\"false\">\\hat{C}=\\Omega^{Organizer}\uff08\\hat{Q},C\uff09<\/span><\/li>\n<li><strong>\u751f\u6210\u5668<\/strong>\uff1a\u751f\u6210\u7b54\u6848<span class=\"katex-eq\" data-katex-display=\"false\">A=\\Omega^{Generator}\uff08\\hat{Q},\\hat{C}\uff09<\/span>\u4ee5\u56de\u7b54\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">Q<\/span><\/li>\n<\/ul>\n<p>\u4e0e\u57fa\u4e8e\u5e8f\u5217\u7684\u6587\u672c\u6570\u636e\u548c\u7f51\u683c\u7ed3\u6784\u7684\u56fe\u50cf\u6570\u636e\u4e0d\u540c\uff0c\u56fe\u7ed3\u6784\u6570\u636e\u5c01\u88c5\u4e86\u5173\u7cfb\u4fe1\u606f\u3002\u4e3a\u4e86\u6709\u6548\u5730\u5229\u7528\u8fd9\u79cd\u5173\u7cfb\u4fe1\u606f\uff0cGraphRAG\u4ee5\u4e0a\u4e94\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u9700\u8981\u4e13\u95e8\u7684\u8bbe\u8ba1\u6765\u5904\u7406\u56fe\u7ed3\u6784\u7684\u8f93\u5165\/\u8f93\u51fa\u5e76\u652f\u6301\u57fa\u4e8e\u56fe\u7684\u64cd\u4f5c\u3002\u4f8b\u5982\uff0c\u5728\u68c0\u7d22\u7ec4\u4ef6\u4e2d\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406(NLP)\u4e2d\u4f20\u7edf\u7684RAG\u4f7f\u7528\u7a00\u758f\/\u5bc6\u96c6\u7f16\u7801\u5668\u8fdb\u884c\u7d22\u5f15\u641c\u7d22\u3002\u76f8\u53cd\uff0cGraphRAG\u91c7\u7528\u56fe\u904d\u5386\u65b9\u6cd5\uff08\u4f8b\u5982\uff0c\u5b9e\u4f53\u94fe\u63a5\u548c BFS\/DFS\uff09\u548c\u57fa\u4e8e\u56fe\u7684\u7f16\u7801\u5668\uff08\u4f8b\u5982\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc (GNN)\uff09\u6765\u751f\u6210\u7528\u4e8e\u68c0\u7d22\u7684\u5d4c\u5165\u3002\u8fd9\u4fc3\u4f7f\u8bba\u6587\u5728\u4e0b\u9762\u7684\u6574\u4f53GraphRAG \u6846\u67b6\u4e0b\uff0c\u603b\u7ed3GraphRAG\u4e2d\u6bcf\u4e2a\u4e0a\u8ff0\u4e94\u4e2a\u7ec4\u4ef6\u7684\u5173\u952e\u521b\u65b0\u548c\u4ee3\u8868\u6027\u8bbe\u8ba1\u3002<\/p>\n<h4>\u4efb\u52a1\u5e94\u7528\u548c\u793a\u4f8b\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">Q<\/span><\/h4>\n<p>\u4e0e\u4e00\u822c\u7684 RAG \u6846\u67b6\u7c7b\u4f3c\uff0c\u5176\u4e2d\u6587\u672c\u683c\u5f0f\u7684\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">Q<\/span>\u6307\u5b9a\u95ee\u9898\u4e0a\u4e0b\u6587\u6216\u4efb\u52a1\u6307\u4ee4\u3002 GraphRAG\u4e2d\u7684\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">Q<\/span>\u4e5f\u53ef\u4ee5\u662f\u6587\u672c\u683c\u5f0f\u7684\u3002\u4f8b\u5982\uff0c\u5728\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u95ee\u7b54\u4e2d\uff0c\u67e5\u8be2\u53ef\u4ee5\u662f\u201c\u4e2d\u56fd\u7684\u9996\u90fd\u662f\u4ec0\u4e48\uff1f\u201d\u3002\u6b64\u5916\uff0c\u67e5\u8be2\u4e5f\u53ef\u4ee5\u91c7\u7528\u5176\u4ed6\u683c\u5f0f\uff0c\u4f8b\u5982\u5206\u5b50\u56fe\u7684\u5fae\u7b11\u5b57\u7b26\u4e32\uff0c\u751a\u81f3\u53ef\u4ee5\u662f\u591a\u79cd\u683c\u5f0f\u7684\u7ec4\u5408\uff0c\u4f8b\u5982\u573a\u666f\u56fe\u548c\u6587\u672c\u6307\u4ee4\u3002\u88681\u603b\u7ed3\u4e86\u6bcf\u4e2a\u9886\u57df\u4e2d\u4f7f\u7528\u7684\u5e38\u89c1\u4efb\u52a1\u5e94\u7528\u548c\u793a\u4f8b\u67e5\u8be2\uff0c\u4ee5\u53ca\u5b83\u4eec\u7684\u4ee3\u8868\u6027\u53c2\u8003\u6587\u732e\u3002<\/p>\n<h4>\u67e5\u8be2\u5904\u7406\u5668<span class=\"katex-eq\" data-katex-display=\"false\">\\Omega^{Processor}<\/span><\/h4>\n<p>\u5728\u4f20\u7edfRAG\u4e2d\uff0c\u67e5\u8be2\u548c\u6570\u636e\u6e90\u90fd\u7eaf\u7cb9\u662f\u6587\u672c\u683c\u5f0f\u7684\uff0cGraphRAG\u4e2d\u4f7f\u7528\u7684\u6570\u636e\u6e90\u662f\u56fe\u7ed3\u6784\u7684\uff0c\u8fd9\u7ed9\u6865\u63a5\u6587\u672c\u683c\u5f0f\u7684\u67e5\u8be2\u548c\u56fe\u7ed3\u6784\u7684\u6570\u636e\u6e90\u5e26\u6765\u4e86\u6311\u6218\u3002\u4f8b\u5982\uff0c\u8fde\u63a5\u77e5\u8bc6\u56fe\u8c31\u548c\u67e5\u8be2\u201c\u8d3e\u65af\u6c40\u00b7\u6bd4\u4f2f\u7684\u5144\u5f1f\u662f\u8c01\uff1f\u201d\u7684\u4fe1\u606f\u4e0d\u662f\u4e00\u6bb5\u5177\u4f53\u7684\u6587\u672c\uff0c\u800c\u662f\u5b9e\u4f53\u201c\u8d3e\u65af\u6c40\u00b7\u6bd4\u4f2f\u201d\u548c\u5173\u7cfb\u201c\u5144\u5f1f\u201d\u3002\u8bb8\u591a\u6280\u672f\u88ab\u63d0\u51fa\u6765\u6b63\u786e\u5730\u4ece\u67e5\u8be2\u4e2d\u63d0\u53d6\u8fd9\u4e9b\u4fe1\u606f\uff0c\u5305\u62ec\u5b9e\u4f53\u8bc6\u522b\uff08entity recognition\uff09\u3001\u5173\u7cfb\u62bd\u53d6(relational extraction)\u3001\u67e5\u8be2\u7ed3\u6784\u5316(query structuration)\u3001\u67e5\u8be2\u5206\u89e3(query decomposition)\u548c\u67e5\u8be2\u6269\u5c55(query expansion)\u3002\u4e0b\u9762\uff0c\u8bba\u6587\u9996\u5148\u56de\u987e\u5728\u66f4\u5e7f\u6cdb\u7684NLP\u9886\u57df\u4e2d\u8fd9\u4e94\u79cd\u67e5\u8be2\u5904\u7406\u6280\u672f\u7684\u6bcf\u4e00\u79cd\uff0c\u7136\u540e\u91cd\u70b9\u8003\u5bdf\u5b83\u4eec\u5728GraphRAG\u4e2d\u7684\u72ec\u7279\u9002\u5e94\u3002<\/p>\n<h5>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b Name Entity Recognition<\/h5>\n<p>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09\u65e8\u5728\u8bc6\u522b\u6765\u81ea\u6587\u672c\u4e2d\u5c5e\u4e8e\u9884\u5b9a\u4e49\u7c7b\u522b\uff08\u4f8b\u5982\u4eba\u3001\u5730\u70b9\u6216\u7ec4\u7ec7\uff09\u7684\u5b9e\u4f53\u63d0\u53ca\uff0c\u5b83\u662f\u8bb8\u591a\u81ea\u7136\u8bed\u8a00\u5e94\u7528\u7a0b\u5e8f\u7684\u57fa\u7840\u7ec4\u4ef6\u3002NER\u6280\u672f\u53ef\u4ee5\u5927\u81f4\u5206\u4e3a\u56db\u79cd\u4e3b\u8981\u65b9\u6cd5\uff1a<\/p>\n<ol>\n<li>\u57fa\u4e8e\u89c4\u5219\u7684\u65b9\u6cd5\uff0c\u5b8c\u5168\u4f9d\u8d56\u624b\u5de5\u89c4\u5219\uff0c\u4e0d\u9700\u8981\u6807\u6ce8\u6570\u636e\uff1b<\/li>\n<li>\u65e0\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\uff0c\u4f7f\u7528\u65e0\u76d1\u7763\u7b97\u6cd5\uff0c\u65e0\u9700\u6807\u8bb0\u7684\u8bad\u7ec3\u6837\u672c\uff1b<\/li>\n<li>\u57fa\u4e8e\u7279\u5f81\u7684\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\uff0c\u4f9d\u8d56\u4e8e\u76d1\u7763\u7b97\u6cd5\u548c\u4ed4\u7ec6\u7684\u7279\u5f81\u5de5\u7a0b\uff1b<\/li>\n<li>\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\uff0c\u5728\uff08\u65e0\uff09\u76d1\u7763\u8bad\u7ec3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u540e\u81ea\u52a8\u53d1\u73b0\u6240\u9700\u7684\u8868\u793a\u3002<\/li>\n<\/ol>\n<p>\u6700\u8fd1\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5c5e\u4e8e\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u7684\u8303\u7574\uff0c\u5e76\u5728NER\u65b9\u9762\u53d6\u5f97\u4e86\u524d\u6240\u672a\u6709\u7684\u6210\u529f\u3002 \u5173\u4e8e\u8fd9\u4e9b\u6280\u672f\u53ca\u5176\u8d44\u6e90\u7684\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u89c1Li\u7b49\u4eba\u3002<\/p>\n<p>\u7279\u522b\u662f\u5728GraphRAG\u73af\u5883\u4e2d\uff0c\u5b9e\u4f53\u8bc6\u522b\u4e3b\u8981\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff08\u4f8b\u5982\uff0cEntityLinker\u548c\u57fa\u4e8eLLM\u7684\u63d0\u53d6\uff09\u6765\u8bc6\u522b\u7531\u7ed9\u5b9a\u56fe\u6570\u636e\u6e90\u4e2d\u7684\u8282\u70b9\u63a5\u5730\u7684\u67e5\u8be2\u4e2d\u7684\u5b9e\u4f53\u3002\u6b64\u6b65\u9aa4\u5bf9\u4e8e\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u95ee\u7b54\u7b49\u5e94\u7528\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u7ed9\u5b9a\u95ee\u9898\u201c\u731c\u6d4b\u5a74\u513f\u773c\u775b\u989c\u8272\u7684\u6700\u4f73\u65b9\u6cd5\u662f\u4ec0\u4e48\uff1f\u201d\uff0cNER\u63d0\u53d6\u8bf8\u5982\u201c\u5a74\u513f\u201d\u3001\u201c\u773c\u775b\u201d\u548c\u201c\u989c\u8272\u201d\u4e4b\u7c7b\u7684\u5b9e\u4f53\uff0c\u8fd9\u4e9b\u5b9e\u4f53\u5bf9\u5e94\u4e8e\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u8282\u70b9\uff0c\u5e76\u88ab\u89c6\u4e3a\u968f\u540e\u521d\u59cb\u5316\u68c0\u7d22\u8fc7\u7a0b\u7684\u79cd\u5b50\u8282\u70b9\u3002\u5bf9\u4e8e\u66f4\u65b0\u7684GraphRAG\u7814\u7a76\uff0c\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09\u5df2\u7ecf\u53d1\u5c55\u5230\u4e0d\u4ec5\u8bc6\u522b\u5b9e\u4f53\u540d\u79f0\uff0c\u8fd8\u8bc6\u522b\u5176\u7ed3\u6784\u3002\u4f8b\u5982\uff0cJin\u7b49\u4eba\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8bc6\u522b\u56fe\u4e2d\u7684\u8282\u70b9\u7c7b\u578b\uff0c\u8fd9\u8fdb\u4e00\u6b65\u6307\u5bfc\u68c0\u7d22\u5668\u8bc6\u522b\u4e0e\u5df2\u8bc6\u522b\u7c7b\u578b\u5339\u914d\u7684\u8282\u70b9\uff0c\u4ee5\u8fdb\u884c\u4e0b\u4e00\u8f6e\u63a2\u7d22\u3002\u4f8b\u5982\uff0c\u7ed9\u5b9a\u95ee\u9898\u201c\u8c01\u662f\u2018\u8bed\u8a00\u6a21\u578b\u662f\u65e0\u76d1\u7763\u7684\u591a\u4efb\u52a1\u5b66\u4e60\u5668\u2019\u7684\u4f5c\u8005\uff1f\u201d\uff0c\u6700\u521d\u8bc6\u522b\u7684\u5b9e\u4f53\u4e0d\u5e94\u4ec5\u4ec5\u57fa\u4e8e\u8bed\u4e49\u540d\u79f0\u201c\u8bed\u8a00\u6a21\u578b\u662f\u65e0\u76d1\u7763\u7684\u591a\u4efb\u52a1\u5b66\u4e60\u5668\u201d\uff0c\u8fd8\u5e94\u57fa\u4e8e\u8be5\u5b9e\u4f53\u7684\u7c7b\u578b\uff0c\u5728\u672c\u4f8b\u4e2d\u662f\u8bba\u6587\u8282\u70b9\u3002\u7cbe\u786e\u8bc6\u522bGraphRAG\u4e2d\u5b9e\u4f53\u7684\u540d\u79f0\u548c\u7ed3\u6784\u53ef\u4ee5\u51cf\u5c11\u7ea7\u8054\u9519\u8bef\uff0c\u5e76\u4e3a\u540e\u7eed\u7684\u68c0\u7d22\u548c\u751f\u6210\u6b65\u9aa4\u63d0\u4f9b\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n<h5>\u5173\u7cfb\u62bd\u53d6 Relational Extraction<\/h5>\n<p>\u4e0e\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7c7b\u4f3c\uff0c\u5173\u7cfb\u62bd\u53d6\uff08RE\uff09\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u4e00\u9879\u957f\u671f\u5b58\u5728\u7684\u6280\u672f\uff0c\u7528\u4e8e\u8bc6\u522b\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5e76\u5e7f\u6cdb\u5e94\u7528\u4e8e\u7ed3\u6784\u5316\u641c\u7d22\u3001\u60c5\u611f\u5206\u6790\u3001\u95ee\u7b54\u3001\u6458\u8981\u548c\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u3002\u5173\u7cfb\u62bd\u53d6\u7684\u6700\u65b0\u8fdb\u5c55\u4e3b\u8981\u7531\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u9a71\u52a8\uff0c\u53ef\u4ee5\u6982\u62ec\u4e3a\u4e09\u4e2a\u65b9\u9762\uff1a\u6587\u672c\u8868\u793a\u3001\u4e0a\u4e0b\u6587\u7f16\u7801\u548c\u4e09\u5143\u7ec4\u9884\u6d4b\uff0c\u66f4\u591a\u7ec6\u8282\u53ef\u4ee5\u5728Pawar\u7b49\u4eba\u3001Nasar\u7b49\u4eba\u3001Han\u7b49\u4eba\u4e2d\u627e\u5230\u3002<\/p>\n<p>\u5bf9\u4e8eGraphRAG\uff0c\u5173\u7cfb\u62bd\u53d6\u6709\u4e24\u4e2a\u5173\u952e\u4f5c\u7528\uff1a\u901a\u8fc7\u62bd\u53d6\u4e09\u5143\u7ec4\u6784\u5efa\u56fe\u7ed3\u6784\u7684\u6570\u636e\u6e90\uff08\u4f8b\u5982\uff0c\u77e5\u8bc6\u56fe\u8c31\uff09\uff0c\u4ee5\u53ca\u5339\u914d\u67e5\u8be2\u548c\u56fe\u6570\u636e\u6e90\u4e2d\u63d0\u5230\u7684\u5173\u7cfb\u4ee5\u6307\u5bfc\u56fe\u641c\u7d22\u3002\u4f8b\u5982\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u67e5\u8be2\u201c\u4e2d\u56fd\u7684\u9996\u90fd\u662f\u4ec0\u4e48\uff1f\u201d\uff0c\u5173\u7cfb\u62bd\u53d6\u8bc6\u522b\u5173\u7cfb\u201c\u9996\u90fd\u662f\u201d\uff0c\u5e76\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5411\u91cf\u76f8\u4f3c\u6027\u641c\u7d22\u5bf9\u5e94\u7684\u8fb9\uff0c\u8fd9\u6307\u5bfc\u4e86\u90bb\u57df\u9009\u62e9\u548c\u56fe\u904d\u5386\u65b9\u5411\u3002<\/p>\n<h5>\u7ed3\u6784\u5316\u67e5\u8be2 Query Structuration<\/h5>\n<p>\u67e5\u8be2\u7ed3\u6784\u5316\u5c06\u67e5\u8be2\u8f6c\u6362\u4e3a\u9002\u5408\u7279\u5b9a\u6570\u636e\u6e90\u548c\u4efb\u52a1\u7684\u683c\u5f0f\u3002 \u5b83\u901a\u5e38\u5c06\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u683c\u5f0f\uff0c\u5982SQL\u6216SPARQL\uff0c\u4ee5\u4e0e\u5173\u7cfb\u6570\u636e\u5e93\u4ea4\u4e92\u3002\u6700\u8fd1\u7684\u8fdb\u5c55\u5229\u7528\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4ece\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u751f\u6210\u7ed3\u6784\u5316\u67e5\u8be2\u6765\u67e5\u8be2\u6570\u636e\u5e93\u3002 \u5bf9\u4e8e\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u56fe\u67e5\u8be2\u8bed\u8a00\uff08GQL\uff09\u5df2\u7ecf\u51fa\u73b0\uff0c\u4f8b\u5982Cypher\u3001GraphQL\u548cSPARQL\uff0c\u8fd9\u4f7f\u5f97\u4e0e\u5c5e\u6027\u56fe\u6570\u636e\u5e93\u8fdb\u884c\u590d\u6742\u4ea4\u4e92\u6210\u4e3a\u53ef\u80fd\u3002\u6b64\u5916\uff0cJin\u7b49\u4eba\u63d0\u51fa\u4e86\u4e00\u79cd\u6280\u672f\uff0c\u5c06\u590d\u6742\u7684\u67e5\u8be2\u5206\u89e3\u4e3a\u591a\u4e2a\u7ed3\u6784\u5316\u64cd\u4f5c\uff0c\u5305\u62ec\u8282\u70b9\u68c0\u7d22\u3001\u7279\u5f81\u83b7\u53d6\u3001\u90bb\u5c45\u68c0\u67e5\u548c\u5ea6\u8bc4\u4f30\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u67e5\u8be2\u7684\u7cbe\u5ea6\u548c\u9002\u5e94\u6027\u3002<\/p>\n<h5>\u67e5\u8be2\u5206\u89e3 Query Decomposition<\/h5>\n<p>\u67e5\u8be2\u5206\u89e3\u65e8\u5728\u5c06\u8f93\u5165\u67e5\u8be2\u5206\u89e3\u6210\u591a\u4e2a\u4e0d\u540c\u7684\u5b50\u67e5\u8be2\uff0c\u8fd9\u4e9b\u5b50\u67e5\u8be2\u9996\u5148\u7528\u4e8e\u68c0\u7d22\u5b50\u7ed3\u679c\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u5b50\u7ed3\u679c\u805a\u5408\u5728\u4e00\u8d77\u4ee5\u83b7\u5f97\u6700\u7ec8\u7ed3\u679c\u3002\u5728\u5927\u591a\u6570\u73b0\u6709\u7684RAG\u548cGraphRAG\u4e2d\uff0c\u5206\u89e3\u540e\u7684\u67e5\u8be2\u901a\u5e38\u5177\u6709\u660e\u786e\u7684\u903b\u8f91\u8fde\u63a5\uff0c\u53ef\u4ee5\u5904\u7406\u9700\u8981\u591a\u6b65\u9aa4\u63a8\u7406\u548c\u89c4\u5212\u7684\u590d\u6742\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u50cf\u201c\u8bf7\u751f\u6210\u4e00\u5f20\u56fe\u7247\uff0c\u56fe\u7247\u4e2d\u4e00\u4e2a\u5973\u5b69\u6b63\u5728\u770b\u4e66\uff0c\u5979\u7684\u59ff\u52bf\u4e0e\u2018example.jpg\u2019\u4e2d\u7684\u7537\u5b69\u76f8\u540c\uff0c\u7136\u540e\u7528\u4f60\u7684\u58f0\u97f3\u63cf\u8ff0\u8fd9\u5f20\u65b0\u56fe\u7247\u201d\u8fd9\u6837\u7684\u67e5\u8be2\u5305\u542b\u591a\u4e2a\u5b50\u4efb\u52a1\uff0c\u6bcf\u4e2a\u5b50\u4efb\u52a1\u90fd\u5c06\u7531\u4e00\u4e2a\u7279\u5b9a\u7684\u5b50\u67e5\u8be2\u5b8c\u6210\u3002\u6b64\u5916\uff0cPark\u7b49\u4eba\u901a\u8fc7\u6784\u5efa\u4e00\u4e2a\u95ee\u9898\u56fe\u6765\u589e\u5f3a\u67e5\u8be2\u7684\u5206\u89e3\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5b50\u67e5\u8be2\u90fd\u8868\u793a\u4e3a\u56fe\u4e2d\u7684\u4e09\u5143\u7ec4\u3002\u8fd9\u4e9b\u56fe\u7ed3\u6784\u7684\u5b50\u67e5\u8be2\u6709\u6548\u5730\u6307\u5bfc\u68c0\u7d22\u5668\/\u751f\u6210\u5668\u8fdb\u884c\u591a\u6b65\u9aa4\u63d0\u793a\u3002<\/p>\n<h5>\u67e5\u8be2\u6269\u5c55 Query Expansion<\/h5>\n<p>\u67e5\u8be2\u6269\u5c55\u901a\u8fc7\u6dfb\u52a0\u5177\u6709\u76f8\u4f3c\u610f\u4e49\u7684\u6709\u610f\u4e49\u7684\u672f\u8bed\u6765\u4e30\u5bcc\u67e5\u8be2\uff0c\u8fd9\u4e3b\u8981\u89e3\u51b3\u4e86\u4e09\u4e2a\u6311\u6218\uff1a<\/p>\n<ol>\n<li>\u7528\u6237\u63d0\u4ea4\u7684\u67e5\u8be2\u542b\u7cca\u4e0d\u6e05\uff0c\u4e0e\u591a\u4e2a\u4e3b\u9898\u76f8\u5173\uff1b<\/li>\n<li>\u67e5\u8be2\u53ef\u80fd\u8fc7\u4e8e\u7b80\u77ed\uff0c\u65e0\u6cd5\u5b8c\u5168\u6355\u6349\u7528\u6237\u610f\u56fe\uff1b<\/li>\n<li>\u7528\u6237\u7ecf\u5e38\u4e0d\u786e\u5b9a\u4ed6\u4eec\u5728\u5bfb\u627e\u4ec0\u4e48\u3002\u901a\u5e38\uff0c\u5b83\u53ef\u4ee5\u5206\u4e3a\u624b\u52a8\u67e5\u8be2\u6269\u5c55\u3001\u81ea\u52a8\u67e5\u8be2\u6269\u5c55\u548c\u4ea4\u4e92\u5f0f\u67e5\u8be2\u6269\u5c55\u3002 \u6700\u8fd1\uff0c\u7531\u4e8e\u751f\u6210\u5185\u5bb9\u7684\u521b\u9020\u6027\uff0c\u57fa\u4e8eLLM\u7684\u67e5\u8be2\u6269\u5c55\u5df2\u6210\u4e3a\u4e00\u4e2a\u7a81\u51fa\u7684\u9886\u57df\u3002<\/li>\n<\/ol>\n<p>\u4e0e\u5927\u591a\u6570\u4e13\u6ce8\u4e8e\u6587\u672c\u76f8\u4f3c\u6027\u5e76\u5ffd\u7565\u5173\u7cfb\u7684\u73b0\u6709\u65b9\u6cd5\u4e0d\u540c\uff0cGraphRAG\u4e2d\u7684\u67e5\u8be2\u6269\u5c55\u901a\u8fc7\u7ed3\u6784\u5316\u5173\u7cfb\u589e\u5f3a\u4e86LLM\u6269\u5c55\u3002\u4f8b\u5982\uff0cXia \u7b49\u4eba\u901a\u8fc7\u5229\u7528\u67e5\u8be2\u4e2d\u63d0\u5230\u7684\u5b9e\u4f53\u7684\u76f8\u90bb\u8282\u70b9\u6765\u6269\u5c55\u67e5\u8be2\u3002\u6216\u8005\uff0cWang\u7b49\u4eba\u4f7f\u7528\u9884\u5b9a\u4e49\u7684\u6a21\u677f\u5c06\u67e5\u8be2\u8f6c\u6362\u4e3a\u51e0\u4e2a\u5b50\u67e5\u8be2\u3002<\/p>\n<h4>\u68c0\u7d22\u5668<span class=\"katex-eq\" data-katex-display=\"false\">\\Omega^{Retriever}<\/span><\/h4>\n<p>\u83b7\u5f97\u5904\u7406\u540e\u7684\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">\\hat{Q}<\/span>\u540e\uff0c\u68c0\u7d22\u5668<span class=\"katex-eq\" data-katex-display=\"false\">\\Omega^{Retriever}<\/span>\u4ece\u5916\u90e8\u56fe\u6e90<span class=\"katex-eq\" data-katex-display=\"false\">G<\/span>\u8bc6\u522b\u548c\u68c0\u7d22\u76f8\u5173\u5185\u5bb9<span class=\"katex-eq\" data-katex-display=\"false\">C<\/span>\uff0c\u4ee5\u589e\u5f3a\u4e0b\u6e38\u4efb\u52a1\u7684\u6267\u884c\uff1a<br \/>\n$$C=\\Omega^{Retriever}(\\hat{Q},G)$$<\/p>\n<p>\u6700\u8fd1\uff0c\u68c0\u7d22\u5668\u8d8a\u6765\u8d8a\u591a\u5730\u4e0eLLM\u96c6\u6210\uff0c\u4ee5\u51cf\u8f7b\u5e7b\u89c9(hallucination)\u95ee\u9898\uff0c\u89e3\u51b3\u9690\u79c1\u95ee\u9898\uff0c\u5e76\u589e\u5f3a\u53ef\u89e3\u91ca\u6027\u548c\u52a8\u6001\u9002\u5e94\u6027(dynamic adaptability)\u3002\u867d\u7136\u6709\u6548\uff0c\u4f46\u5b83\u4eec\u4e3b\u8981\u9488\u5bf9\u6587\u672c\u548c\u56fe\u50cf\u8bbe\u8ba1\uff0c\u5e76\u4e14\u7531\u4e8e\u4ee5\u4e0b\u4e24\u4e2a\u539f\u56e0\uff0c\u5e76\u4e0d\u5bb9\u6613\u8f6c\u79fb\u5230GraphRAG\u7684\u56fe\u7ed3\u6784\u6570\u636e\u3002\u9996\u5148\uff0cGraphRAG\u7684\u8f93\u5165\/\u8f93\u51fa\u683c\u5f0f\u4e0e\u4f20\u7edf\u7684RAG\u5927\u76f8\u5f84\u5ead\u3002RAG\u4e2d\u5927\u591a\u6570\u68c0\u7d22\u5668\u4f7f\u7528NLP\u5206\u8bcd\u5668\u8fdb\u884c\u7f16\u7801\uff0c\u5e76\u9075\u5faa\u201c\u6587\u672c\u8f93\u5165\uff0c\u6587\u672c\u8f93\u51fa\u201d\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u800c GraphRAG\u7684\u5de5\u4f5c\u6d41\u7a0b\u66f4\u52a0\u591a\u6837\u5316\uff0c\u5305\u62ec\u201c\u6587\u672c\u8f93\u5165\uff0c\u6587\u672c\u8f93\u51fa\u201d\u3001\u201c\u6587\u672c\u8f93\u5165\uff0c\u56fe\u8f93\u51fa\u201d\u3001\u201c\u56fe\u8f93\u5165\uff0c\u6587\u672c\u8f93\u51fa\u201d\u548c\u201c\u56fe\u8f93\u5165\uff0c\u56fe\u8f93\u51fa\u201d\u6d41\u7a0b\u3002\u5176\u6b21\uff0c\u4f20\u7edfRAG\u4e2d\u7684\u68c0\u7d22\u5668\u4e0d\u4f1a\u6355\u83b7\u56fe\u7ed3\u6784\u4fe1\u53f7\u3002\u50cfBM25\u548cTF-IDF\u8fd9\u6837\u7684\u65b9\u6cd5\u4e3b\u8981\u5173\u6ce8\u8bcd\u6c47\uff08lexical\uff09\u4fe1\u53f7\uff0c\u800c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u68c0\u7d22\u5668\u901a\u5e38\u6355\u83b7\u8bed\u4e49\uff08semantic\uff09\u4fe1\u53f7\uff0c\u4e24\u8005\u90fd\u5ffd\u7565\u4e86\u56fe\u7ed3\u6784\u4fe1\u53f7\u3002\u8fd9\u4fc3\u4f7f\u8bba\u6587\u56de\u987e\u73b0\u6709\u7684GraphRAG\u68c0\u7d22\u5668\uff0c\u5373\u57fa\u4e8e\u542f\u53d1\u5f0f\uff08heuristic-based\uff09\u3001\u57fa\u4e8e\u5b66\u4e60\u548c\u7279\u5b9a\u9886\u57df\uff08domain-specific\uff09\u7684\u68c0\u7d22\u5668\uff0c\u7279\u522b\u5f3a\u8c03\u5b83\u4eec\u9488\u5bf9\u56fe\u7ed3\u6784\u6570\u636e\u800c\u8c03\u6574\u7684\u72ec\u7279\u6280\u672f\u8bbe\u8ba1\u3002<\/p>\n<h5>\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684\u68c0\u7d22\u5668 Heuristic-based Retriever<\/h5>\n<p>\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684\u68c0\u7d22\u5668\u4e3b\u8981\u4f7f\u7528\u9884\u5b9a\u4e49\u89c4\u5219\u3001\u7279\u5b9a\u9886\u57df\u7684\u89c1\u89e3\u548c\u786c\u7f16\u7801\u7b97\u6cd5\u4ece\u56fe\u6570\u636e\u6e90\u4e2d\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\u3002\u5b83\u4eec\u5bf9\u663e\u5f0f\u89c4\u5219\u7684\u4f9d\u8d56\u901a\u5e38\u4f7f\u5176\u6bd4\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u66f4\u7701\u65f6\/\u7701\u8d44\u6e90\u3002\u4f8b\u5982\uff0c\u50cfBFS\u6216DFS\u8fd9\u6837\u7684\u7b80\u5355\u56fe\u904d\u5386\u65b9\u6cd5\u53ef\u4ee5\u5728\u7ebf\u6027\u65f6\u95f4\u5185\u6267\u884c\uff0c\u800c\u65e0\u9700\u8bad\u7ec3\u6570\u636e\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u5bf9\u56fa\u5b9a\u542f\u53d1\u5f0f\u7684\u4f9d\u8d56\u4e5f\u9650\u5236\u4e86\u5b83\u4eec\u5bf9\u672a\u89c1\u573a\u666f\u7684\u6cdb\u5316\u80fd\u529b\u3002\u4e0b\u9762\uff0c\u8bba\u6587\u56de\u987eGraphRAG\u4e2d\u5e38\u7528\u7684\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684\u68c0\u7d22\u5668\u3002<\/p>\n<p><strong>\u5b9e\u4f53\u94fe\u63a5<\/strong>\uff1a\u5728\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684\u68c0\u7d22\u5668\u4e2d\uff0c\u5b9e\u4f53\u94fe\u63a5\u6d89\u53ca\u5c06\u67e5\u8be2\u4e2d\u8bc6\u522b\u7684\u5b9e\u4f53\u6620\u5c04\u5230\u56fe\u6570\u636e\u6e90\u4e2d\u7684\u76f8\u5e94\u8282\u70b9\u3002\u6b64\u6620\u5c04\u5728\u67e5\u8be2\u548c\u56fe\u4e4b\u95f4\u5efa\u7acb\u4e86\u521d\u59cb\u6865\u6881\uff0c\u65e2\u53ef\u4ee5\u4f5c\u4e3a\u68c0\u7d22\u5668\u672c\u8eab\uff0c\u4e5f\u53ef\u4ee5\u4f5c\u4e3a\u8fdb\u4e00\u6b65\u56fe\u904d\u5386\u7684\u57fa\u7840\uff0c\u4ee5\u62d3\u5bbd\u68c0\u7d22\u8303\u56f4\u3002\u6b64\u65b9\u6cd5\u7684\u6709\u6548\u6027\u53d6\u51b3\u4e8e\u67e5\u8be2\u5904\u7406\u5668\u8fdb\u884c\u7684\u51c6\u786e\u5b9e\u4f53\u8bc6\u522b\u4ee5\u53ca\u56fe\u8282\u70b9\u4e0a\u6807\u8bb0\u5b9e\u4f53\u7684\u8d28\u91cf\u3002\u6b64\u6280\u672f\u901a\u5e38\u5e94\u7528\u4e8e\u77e5\u8bc6\u56fe\u8c31\u4e2d\uff0c\u5176\u4e2d\u57fa\u4e8eTop-K\u8282\u70b9\u4e0e\u5176\u6587\u672c\u4e0e\u67e5\u8be2\u7684\u76f8\u4f3c\u6027\u9009\u62e9\u4f5c\u4e3a\u8d77\u70b9\u3002\u76f8\u4f3c\u6027\u5ea6\u91cf\u53ef\u4ee5\u4f7f\u7528\u5411\u91cf\u5d4c\u5165\u548c\u8bcd\u6c47\u7279\u5f81\u6765\u8ba1\u7b97\u3002\u6700\u8fd1\uff0cLLM\u5df2\u88ab\u7528\u4f5c\u77e5\u8bc6\u4e0a\u4e0b\u6587\u589e\u5f3a\u5668\uff0c\u4ee5\u751f\u6210\u4ee5\u63d0\u53ca\u4e3a\u4e2d\u5fc3\u7684\u63cf\u8ff0\u4f5c\u4e3a\u9644\u52a0\u8f93\u5165\uff0c\u4ee5\u589e\u5f3a\u957f\u5c3e\u5b9e\u4f53\uff0c\u5176\u4e2d\u5176\u6709\u9650\u7684\u8bad\u7ec3\u6570\u636e\u901a\u5e38\u4f1a\u5bfc\u81f4\u5b9e\u4f53\u94fe\u63a5\u6a21\u578b\u96be\u4ee5\u6d88\u9664\u6b67\u4e49\u3002<\/p>\n<p><strong>\u5173\u7cfb\u5339\u914d<\/strong>\uff1a\u5173\u7cfb\u5339\u914d\u7c7b\u4f3c\u4e8e\u5b9e\u4f53\u94fe\u63a5\uff0c\u662f\u4e00\u79cd\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684\u68c0\u7d22\u65b9\u6cd5\uff0c\u65e8\u5728\u8bc6\u522b\u56fe\u6570\u636e\u6e90\u4e2d\u4e0e\u67e5\u8be2\u4e2d\u6307\u5b9a\u7684\u5173\u8054\u4e00\u81f4\u7684\u8fb9\u3002\u6b64\u65b9\u6cd5\u5bf9\u4e8e\u5173\u6ce8\u8bc6\u522b\u56fe\u4e2d\u5b9e\u4f53\u4e4b\u95f4\u5173\u7cfb\u7684\u4efb\u52a1\u81f3\u5173\u91cd\u8981\u3002 \u5339\u914d\u7684\u8fb9\u901a\u8fc7\u6307\u793a\u63a5\u4e0b\u6765\u57fa\u4e8e\u5728\u56fe\u6570\u636e\u6e90\u4e2d\u9047\u5230\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u6765\u63a2\u7d22\u54ea\u4e9b\u8fb9\uff0c\u4ece\u800c\u6307\u5bfc\u904d\u5386\u8fc7\u7a0b\u3002\u4e0e\u5b9e\u4f53\u94fe\u63a5\u7c7b\u4f3c\uff0c\u57fa\u4e8eTop-K\u8fb9\u4e0e\u5176\u5728\u56fe\u4e2d\u7684\u6bcf\u6761\u8fb9\u7684\u76f8\u4f3c\u6027\u9009\u62e9\u3002<\/p>\n<p>\u9664\u4e86\u4e0a\u8ff0\u4e24\u79cd\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684\u68c0\u7d22\u5668\u7684\u6548\u7387\u548c\u7b80\u5355\u6027\u4e4b\u5916\uff0c\u53e6\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\u662f\u5b83\u4eec\u80fd\u591f\u514b\u670d\u6b67\u4e49\u3002\u4f8b\u5982\uff0c\u867d\u7136\u57fa\u4e8e\u673a\u5668\/\u6df1\u5ea6\u5b66\u4e60\u7684\u68c0\u7d22\u5668\u96be\u4ee5\u533a\u5206\u8bed\u4e49\/\u8bcd\u6c47\u4e0a\u76f8\u4f3c\u7684\u5b9e\u4f53\/\u5173\u7cfb\uff08\u4f8b\u5982\uff0cByte\u4e0eBit\uff0c\u4ee5\u53caPresident\u4e0eResident\uff09\uff0c\u4f46\u8fd9\u4e9b\u542f\u53d1\u5f0f\u65b9\u6cd5\u53ef\u4ee5\u57fa\u4e8e\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u8f7b\u677e\u533a\u5206\u5b83\u4eec\uff0c\u5373\u4f7f\u5728\u8bed\u4e49\/\u8bcd\u6c47\u5dee\u5f02\u7ec6\u5fae\u7684\u60c5\u51b5\u4e0b\u4e5f\u662f\u5982\u6b64\u3002<\/p>\n<p><strong>\u56fe\u904d\u5386<\/strong>\uff1a\u5728\u6267\u884c\u5b9e\u4f53\u94fe\u63a5\u548c\u5173\u7cfb\u5339\u914d\u4ee5\u8bc6\u522b\u56fe\u6570\u636e\u6e90\u4e2d\u7684\u521d\u59cb\u8282\u70b9\u548c\u5173\u7cfb\u540e\uff0c\u56fe\u904d\u5386\u7b97\u6cd5\uff08\u4f8b\u5982\uff0cBFS\u3001DFS\uff09\u53ef\u4ee5\u6269\u5c55\u6b64\u96c6\u5408\u4ee5\u53d1\u73b0\u5176\u4ed6\u4e0e\u67e5\u8be2\u76f8\u5173\u7684\u7684\u4fe1\u606f\u3002 \u7136\u800c\uff0c\u57fa\u4e8e\u904d\u5386\u7684\u68c0\u7d22\u7684\u6838\u5fc3\u6311\u6218\u662f\u4fe1\u606f\u8fc7\u8f7d\u7684\u98ce\u9669\uff0c\u56e0\u4e3a\u5448\u6307\u6570\u7ea7\u6269\u5c55\u7684\u90bb\u57df\u901a\u5e38\u5305\u542b\u5927\u91cf\u65e0\u5173\u5185\u5bb9\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5f53\u524d\u7684\u904d\u5386\u6280\u672f\u96c6\u6210\u4e86\u81ea\u9002\u5e94\u68c0\u7d22\u548c\u8fc7\u6ee4\u8fc7\u7a0b\uff0c\u9009\u62e9\u6027\u5730\u63a2\u7d22\u6700\u76f8\u5173\u7684\u76f8\u90bb\u8282\u70b9\u5e76\u9010\u6b65\u7ec6\u5316\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u566a\u58f0\u3002\u6b64\u56fe\u904d\u5386\u4e3b\u8981\u7528\u4e8e\u77e5\u8bc6\u56fe\u548c\u6587\u6863\u56fe\u7684GraphRAG\u4e2d\u3002<\/p>\n<p><strong>\u56fe\u6838\u65b9\u6cd5<\/strong>\uff1a\u4e0e\u4e0a\u8ff0\u7528\u4e8e\u68c0\u7d22\u8282\u70b9\u3001\u8fb9\u53ca\u5176\u7ec4\u5408\u5b50\u56fe\u7684\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u4e00\u4e9b\u65e9\u671f\u5de5\u4f5c\uff08\u4f8b\u5982\uff0c\u56fe\u63d0\u53d6\u548c\u56fe\u50cf\u68c0\u7d22\uff09\u5c06\u6587\u672c\u548c\u56fe\u50cf\u89c6\u4e3a\u6574\u4e2a\u56fe\uff0c\u5e76\u4f7f\u7528\u56fe\u7ea7\u542f\u53d1\u5f0f\u65b9\u6cd5\uff08\u4f8b\u5982\u56fe\u6838\uff09\u6765\u8861\u91cf\u76f8\u4f3c\u5ea6\u5e76\u8fdb\u884c\u68c0\u7d22\u3002\u56fe\u6838\u901a\u8fc7\u8ba1\u7b97\u56fe\u4e4b\u95f4\u5185\u79ef\u6765\u8861\u91cf\u6210\u5bf9\u76f8\u4f3c\u6027\uff0c\u4ece\u800c\u5bf9\u9f50\u67e5\u8be2\u548c\u68c0\u7d22\u56fe\u7684\u7ed3\u6784\u548c\u8bed\u4e49\u65b9\u9762\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u4f8b\u5b50\u5305\u62ec\u968f\u673a\u6e38\u8d70\u6838\u548cWeisfeiler-Lehman\u6838\u3002\u968f\u673a\u6e38\u8d70\u6838\u901a\u8fc7\u5728\u4e24\u4e2a\u56fe\u4e0a\u540c\u65f6\u8fdb\u884c\u968f\u673a\u6e38\u8d70\u5e76\u8ba1\u7b97\u5339\u914d\u8def\u5f84\u7684\u6570\u91cf\u6765\u8ba1\u7b97\u76f8\u4f3c\u6027\u3002Weisfeiler-Lehman\u6838\u8fed\u4ee3\u5730\u5e94\u7528Weisfeiler-Lehman\u7b97\u6cd5\u6765\u751f\u6210\u6bcf\u6b21\u8fed\u4ee3\u4e2d\u8282\u70b9\u6807\u7b7e\u7684\u989c\u8272\u5206\u5e03\uff0c\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u76f4\u65b9\u56fe\u5411\u91cf\u7684\u5185\u79ef\u8ba1\u7b97\u76f8\u4f3c\u6027\u3002\u4f8b\u5982\uff0cWu\u7b49\u4eba\u6784\u5efa\u6587\u6863\u548c\u67e5\u8be2\u7684\u4e8b\u4ef6\u56fe\uff0c\u5e76\u4f7f\u7528\u8ba1\u7b97\u4e24\u4e2a\u56fe\u4e4b\u95f4\u6e38\u8d70\u7684\u4e58\u79ef\u56fe\u6838\u6765\u8861\u91cf\u67e5\u8be2-\u6587\u6863\u76f8\u4f3c\u5ea6\u5e76\u5bf9\u6587\u6863\u8fdb\u884c\u6392\u5e8f\u3002 Lebrun\u7b49\u4eba\u901a\u8fc7\u5f15\u5165\u4e00\u79cd\u5feb\u901f\u9ad8\u6548\u7684\u56fe\u5339\u914d\u6838\u6765\u8fdb\u884c\u4e8b\u4ef6\u56fe\u5339\u914d\uff0c\u7528\u4e8e\u56fe\u50cf\u68c0\u7d22\u3002\u540c\u6837\uff0cGlava\u0161\u548c\u0160najder\u5c06\u56fe\u50cf\u8f6c\u6362\u4e3a\u4ee3\u8868\u6027\u5c5e\u6027\u7ed3\u6784\u56fe\uff0c\u8be5\u56fe\u6355\u83b7\u533a\u57df\u4e4b\u95f4\u7684\u7a7a\u95f4\u5173\u7cfb\uff0c\u5e76\u6267\u884c\u57fa\u4e8e\u968f\u673a\u6e38\u8d70\u7684\u56fe\u6838\u6765\u63a8\u5bfc\u51fa\u7528\u4e8e\u56fe\u50cf\u68c0\u7d22\u7684\u54c8\u5e0c\u7801\u3002<\/p>\n<p><strong>\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6<\/strong>\uff1a\u4f20\u7edf\u57fa\u4e8e\u542f\u53d1\u5f0f\u65b9\u6cd5\u7684\u9886\u57df\u65e0\u5173\u6027\u9650\u5236\u4e86\u5176\u5728\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u9886\u57df\u7684\u6709\u6548\u6027\u3002\u4f8b\u5982\uff0c\u5728\u836f\u7269\u53d1\u73b0\u4e2d\uff0c\u5316\u5b66\u5bb6\u901a\u5e38\u901a\u8fc7\u53c2\u8003\u5177\u6709\u7406\u60f3\u6027\u8d28\u7684\u73b0\u6709\u5206\u5b50\u6765\u8bbe\u8ba1\u836f\u7269\uff0c\u800c\u4e0d\u662f\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u5206\u5b50\u7ed3\u6784\u3002\u8fd9\u4e9b\u5206\u5b50\u7684\u9009\u62e9\u57fa\u4e8e\u6307\u5bfc\u68c0\u7d22\u5177\u6709\u76f8\u4f3c\u7279\u5f81\u7684\u7ed3\u6784\u7684\u9886\u57df\u77e5\u8bc6\u3002\u9075\u5faa\u8fd9\u79cd\u76f4\u89c9\uff0c\u8bb8\u591aGraphRAG\u7cfb\u7edf\u90fd\u7ed3\u5408\u4e86\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u6765\u589e\u5f3a\u68c0\u7d22\u5668\u7684\u8bbe\u8ba1\u3002Wang\u7b49\u4eba\u5f00\u53d1\u4e86\u4e00\u79cd\u6df7\u5408\u68c0\u7d22\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u96c6\u6210\u4e86\u57fa\u4e8e\u542f\u53d1\u5f0f\u548c\u57fa\u4e8e\u5b66\u4e60\u7684\u68c0\u7d22\uff0c\u4ee5\u68c0\u7d22\u90e8\u5206\u6ee1\u8db3\u76ee\u6807\u8bbe\u8ba1\u6807\u51c6\u7684\u793a\u4f8b\u5206\u5b50\u3002<\/p>\n<h5>\u57fa\u4e8e\u5b66\u4e60\u7684\u68c0\u7d22\u5668<\/h5>\n<p>\u57fa\u4e8e\u542f\u53d1\u5f0f\u65b9\u6cd5\u7684\u68c0\u7d22\u5668\u7684\u4e00\u4e2a\u663e\u8457\u5c40\u9650\u6027\u5728\u4e8e\u5176\u8fc7\u5ea6\u4f9d\u8d56\u9884\u5b9a\u4e49\u89c4\u5219\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5bf9\u4e0d\u4e25\u683c\u9075\u5b88\u8fd9\u4e9b\u89c4\u5219\u7684\u6570\u636e\u7684\u6cdb\u5316\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u5f53\u9047\u5230\u5177\u6709\u7ec6\u5fae\u8bed\u4e49\u6216\u7ed3\u6784\u5dee\u5f02\u7684\u5b9e\u4f53\u65f6\uff0c\u4f8b\u5982\u201c\u533b\u751f\u201d\u548c\u201c\u5185\u79d1\u533b\u751f\u201d\uff0c\u57fa\u4e8e\u542f\u53d1\u5f0f\u65b9\u6cd5\u7684\u68c0\u7d22\u5668\uff08\u5982\u5b9e\u4f53\u94fe\u63a5\uff09\u53ef\u80fd\u4f1a\u7531\u4e8e\u5176\u4e0d\u540c\u7684\u8bcd\u6cd5\u8868\u793a\u800c\u5bf9\u5176\u8fdb\u884c\u4e0d\u540c\u5904\u7406\uff0c\u5c3d\u7ba1\u5b83\u4eec\u5177\u6709\u76f8\u540c\u7684\u6f5c\u5728\u542b\u4e49\u3002\u4e3a\u4e86\u514b\u670d\u8fd9\u4e00\u5c40\u9650\u6027\uff0c\u4eba\u4eec\u63d0\u51fa\u4e86\u57fa\u4e8e\u5b66\u4e60\u7684\u68c0\u7d22\u5668\uff0c\u4ee5\u6355\u83b7\u67e5\u8be2\u548c\u6570\u636e\u6e90\u4e2d\u5bf9\u8c61\u4e4b\u95f4\u66f4\u6df1\u5c42\u3001\u66f4\u62bd\u8c61\u3001\u66f4\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u5173\u8054\uff0c\u4ece\u800c\u907f\u514d\u4ec5\u4ec5\u4f9d\u8d56\u4e8e\u786c\u7f16\u7801\u89c4\u5219\u3002\u8fd9\u4e9b\u68c0\u7d22\u5668\u901a\u5e38\u901a\u8fc7\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7f16\u7801\u5668\u5c06\u5404\u79cd\u683c\u5f0f\u7684\u4fe1\u606f\uff08\u4f8b\u5982\u6587\u672c\u548c\u56fe\u50cf\uff09\u7edf\u4e00\u538b\u7f29\u4e3a\u5d4c\u5165\uff08embedding\uff09\uff0c\u7136\u540e\u901a\u8fc7\u57fa\u4e8e\u5d4c\u5165\u7684\u76f8\u4f3c\u6027\u641c\u7d22\u6765\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4e00\u4e9b\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7f16\u7801\u5668\u751f\u6210\u7528\u4e8e\u5339\u914d\u7684\u5d4c\u5165\u7684\u5b9e\u4f53\u94fe\u63a5\u548c\u5173\u7cfb\u5339\u914d\u65b9\u6cd5\u4e5f\u5e94\u8be5\u88ab\u89c6\u4e3a\u57fa\u4e8e\u5b66\u4e60\u7684\u68c0\u7d22\u5668\u3002<\/p>\n<p>\u5728\u4f20\u7edf\u7684 RAG \u4e2d\uff0c\u5047\u8bbe\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">q<\/span>\u548c\u5305\u542b<span class=\"katex-eq\" data-katex-display=\"false\">n<\/span>\u5b9e\u4f8b<span class=\"katex-eq\" data-katex-display=\"false\">S<\/span>\u7684\u6570\u636e\u6e90\u7531\u76f8\u5e94\u7684\u7f16\u7801\u5668\u5d4c\u5165\u4e3a<span class=\"katex-eq\" data-katex-display=\"false\">q=\\mathcal{F}_{q}(q)\\in\\mathbb{R}^{d}<\/span>\u548c<span class=\"katex-eq\" data-katex-display=\"false\">S=\\mathcal{F}_{S}(S)\\in\\mathbb{R}^{n\u00d7d}<\/span>\uff0c\u6211\u4eec\u6839\u636e\u5d4c\u5165\u7a7a\u95f4\u4e2d\u9884\u5b9a\u4e49\u7684\u76f8\u4f3c\u6027\u51fd\u6570<span class=\"katex-eq\" data-katex-display=\"false\">\\phi<\/span>\u901a\u8fc7\u76f8\u4f3c\u6027\u641c\u7d22\u68c0\u7d22\u524d<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u4e2a\u5b9e\u4f8b\u3002<\/p>\n<p>$\\mathcal{S}^{*}=\\arg_{k}\\max\\phi(q,S)$<\/p>\n<p>\u4e0e\u4f7f\u7528\u8bed\u8a00\u548c\u89c6\u89c9\u7f16\u7801\u5668\u5d4c\u5165\u6587\u672c\u548c\u56fe\u50cf\u7684RAG\u4e0d\u540c\uff0cGraphRAG\u68c0\u7d22\u4e2d\u4f7f\u7528\u7684\u7f16\u7801\u5668\u901a\u8fc7\u5d4c\u5165\u8282\u70b9\u3001\u8fb9\u548c\uff08\u5b50\uff09\u56fe\uff0c\u6269\u5c55\u5230\u72ec\u7acb\u540c\u5206\u5e03 (i.i.d.) \u6570\u636e\u4e4b\u5916\u3002\u6839\u636e\u8f93\u5165\u683c\u5f0f\uff0c\u7f16\u7801\u5668\u53ef\u4ee5\u662f\u7528\u4e8e\u67e5\u8be2\u7684\u6587\u672c\u7f16\u7801\u5668\u3001\u7528\u4e8e\u56fe\u7ed3\u6784\u7684\u57fa\u4e8e\u56fe\u7684\u7f16\u7801\u5668\u4ee5\u53ca\u7528\u4e8e\u6587\u672c\u5c5e\u6027\u56fe\u7684\u96c6\u6210\u6587\u672c\u548c\u56fe\u7f16\u7801\u5668\u3002\u8bba\u6587\u7279\u522b\u5173\u6ce8\u57fa\u4e8e\u56fe\u7684\u7f16\u7801\u5668\u3002\u73b0\u6709\u7684\u57fa\u4e8e\u56fe\u7684\u7f16\u7801\u5668\u53ef\u4ee5\u5e7f\u6cdb\u5730\u5206\u4e3a\u6d45\u5c42\u5d4c\u5165\u65b9\u6cd5\u2014\u2014\u4f8b\u5982Node2Vec\u548cDeepWalk\u548c\u6df1\u5ea6\u5d4c\u5165\u65b9\u6cd5\uff0c\u4f8b\u5982\u56fe\u795e\u7ecf\u7f51\u7edc(GNN)\u3002\u4e0b\u9762\uff0c\u8bba\u6587\u5c06\u56de\u987e\u8fd9\u4e24\u79cd\u7f16\u7801\u5668\u53ca\u5176\u5728GraphRAG\u4e2d\u7684\u72ec\u7279\u4f5c\u7528\u3002<\/p>\n<p><strong>\u6d45\u5c42\u5d4c\u5165\u65b9\u6cd5<\/strong>\uff1a\u6d45\u5c42\u5d4c\u5165\u65b9\u6cd5\uff0c\u5982 Node2Vec\u548c Role2Vec\uff0c\u5b66\u4e60\u4fdd\u7559\u539f\u59cb\u56fe\u57fa\u672c\u7ed3\u6784\u4fe1\u606f\u7684\u8282\u70b9\u3001\u8fb9\u548c\u56fe\u5d4c\u5165\u3002\u57fa\u4e8e\u53ef\u4ee5\u63d0\u53d6\u7684\u7ed3\u6784\u4fe1\u606f\u7c7b\u578b\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u5206\u4e3a\u4e24\u7c7b\uff1a\u57fa\u4e8e\u90bb\u8fd1\u5ea6\/\u89d2\u8272\u7684\u5d4c\u5165\u3002\u57fa\u4e8e\u90bb\u8fd1\u5ea6\u7684\u65b9\u6cd5\uff0c\u5982 DeepWalk \u548cNode2Vec\uff0c\u4fa7\u91cd\u4e8e\u4fdd\u7559\u8fde\u63a5\u8282\u70b9\u7684\u90bb\u8fd1\u5ea6\uff0c\u786e\u4fdd\u56fe\u4e2d\u9760\u8fd1\u7684\u8282\u70b9\u5728\u5d4c\u5165\u7a7a\u95f4\u4e2d\u4e5f\u4fdd\u6301\u9760\u8fd1\u3002\u57fa\u4e8e\u89d2\u8272\u7684\u65b9\u6cd5\uff0c\u5982Role2Vec\u548cGraphWave\uff0c\u6839\u636e\u8282\u70b9\u7684\u7ed3\u6784\u89d2\u8272\u800c\u4e0d\u662f\u5b83\u4eec\u7684\u90bb\u8fd1\u5173\u7cfb\u751f\u6210\u8282\u70b9\u5d4c\u5165\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u7528\u6f5c\u5728\u5d4c\u5165\u5411\u91cf\u521d\u59cb\u5316\u6bcf\u4e2a\u8282\u70b9\uff0c\u5e76\u8fdb\u884c\u65e0\u76d1\u7763\u8bad\u7ec3\uff0c\u5c06\u4ece\u56fe\u7ed3\u6784\u4e2d\u63d0\u53d6\u7684\u7ed3\u6784\u4fe1\u53f7\u538b\u7f29\u5230\u5d4c\u5165\u4e2d\u3002\u5728GraphRAG\u4e2d\uff0c\u57fa\u4e8e\u90bb\u8fd1\u6027\u7684\u6d45\u5c42\u5d4c\u5165\u53ef\u4ee5\u6709\u6548\u5730\u68c0\u7d22\u5728\u7a7a\u95f4\u4e0a\u5f7c\u6b64\u9760\u8fd1\u7684\u5b9e\u4f53\uff0c\u800c\u57fa\u4e8e\u89d2\u8272\u7684\u5d4c\u5165\u53ef\u4ee5\u6355\u83b7\u5177\u6709\u76f8\u4f3c\u89d2\u8272\u7684\u5b9e\u4f53\u3002\u4f8b\u5982\uff0c\u57fa\u4e8e\u90bb\u8fd1\u6027\u7684\u5d4c\u5165\u53ef\u7528\u4e8e\u901a\u8fc7\u63d0\u53d6\u5177\u6709\u76f8\u4f3c\u7814\u7a76\u4e3b\u9898\u7684\u8bba\u6587\u6765\u68c0\u7d22\u5b66\u672f\u8bba\u6587\uff0c\u6216\u68c0\u7d22\u4e0e\u5f53\u524d\u4ea7\u54c1\u5171\u540c\u8d2d\u4e70\u7684\u4ea7\u54c1\u8bc4\u8bba\u3002\u540c\u65f6\uff0c\u57fa\u4e8e\u89d2\u8272\u7684\u5d4c\u5165\u53ef\u4ee5\u652f\u6301\u8bf8\u5982\u751f\u6210\u516c\u53f8\u7535\u5b50\u90ae\u4ef6\u4e4b\u7c7b\u7684\u4efb\u52a1\uff0c\u65b9\u6cd5\u662f\u6839\u636e\u5171\u4eab\u7684\u89d2\u8272\u6216\u8bed\u6c14\u68c0\u7d22\u7c7b\u4f3c\u7684\u7535\u5b50\u90ae\u4ef6\u3002<\/p>\n<p><strong>\u6df1\u5ea6\u5d4c\u5165\u65b9\u6cd5<\/strong>\uff1a\u867d\u7136\u6d45\u5c42\u5d4c\u5165\u65b9\u6cd5\u5c06\u7ed3\u6784\u4fe1\u53f7\u6574\u5408\u5230\u8282\u70b9\u3001\u8fb9\u6216\u6574\u4e2a\u56fe\u7684\u5b66\u4e60\u5d4c\u5165\u4e2d\uff0c\u4f46\u5b83\u4eec\u96be\u4ee5\u5229\u7528\u8bed\u4e49\u7279\u5f81\uff0c\u4f8b\u5982\u5b66\u672f\u8bba\u6587\u68c0\u7d22\u7684\u8bcd\u888b\u8868\u793a\u6216\u5206\u5b50\u68c0\u7d22\u7684\u539f\u5b50\u5e8f\u6570\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u7f3a\u4e4f\u5f52\u7eb3\u6027\uff0c\u6bcf\u5f53\u6dfb\u52a0\u65b0\u7684\u8282\u70b9\u3001\u8fb9\u6216\u56fe\u65f6\u90fd\u9700\u8981\u91cd\u65b0\u521d\u59cb\u5316\u548c\u91cd\u65b0\u8bad\u7ec3\u3002\u8fd9\u9650\u5236\u5927\u5927\u964d\u4f4e\u4e86\u5b83\u4eec\u5728GraphRAG\u68c0\u7d22\u4efb\u52a1\u4e2d\u7684\u9002\u7528\u6027\uff0c\u56e0\u4e3a\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u77e5\u8bc6\u4f1a\u52a8\u6001\u6f14\u53d8\uff0c\u5176\u4e2d\u65b0\u4fe1\u606f\u4e0d\u65ad\u53d6\u4ee3\u8fc7\u65f6\u7684\u5185\u5bb9\uff0c\u4f8b\u5982\u5728\u5f15\u6587\u7f51\u7edc\u3001\u793e\u4ea4\u56fe\u548c\u77e5\u8bc6\u56fe\u4e2d\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u9650\u5236\uff0c\u5b66\u754c\u63d0\u51fa\u4e86\u6df1\u5ea6\u5d4c\u5165\u65b9\u6cd5\uff0c\u5b83\u4e0d\u4ec5\u8054\u5408\u878d\u5408\u7279\u5f81\u548c\u56fe\u7ed3\u6784\u4ee5\u83b7\u5f97\u7528\u4e8e\u68c0\u7d22\u7684\u5d4c\u5165\uff0c\u800c\u4e14\u8fd8\u5177\u6709\u5185\u5728\u7684\u5f52\u7eb3\u7279\u6027\uff0c\u56e0\u4e3a\u65b0\u51fa\u73b0\u7684\u8282\u70b9\/\u8fb9\/\u56fe\u4e0e\u8bad\u7ec3\u9636\u6bb5\u7684\u8282\u70b9\/\u8fb9\/\u56fe\u5171\u4eab\u516c\u5171\u7279\u5f81\u7a7a\u95f4\u3002\u6b64\u7c7b\u522b\u4e2d\u6700\u5177\u4ee3\u8868\u6027\u548c\u6700\u5f3a\u5927\u7684\u65b9\u6cd5\u4e4b\u4e00\u662fGNN\uff0c\u5b83\u7ed3\u5408\u4e86\u6d88\u606f\u4f20\u9012\u7684\u5f3a\u5927\u529f\u80fd\u6765\u7f16\u7801\u7ed3\u6784\u4fe1\u53f7\u4ee5\u53ca\u7279\u5f81\u8f6c\u6362\u6765\u63d0\u53d6\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u4fe1\u3002\u4ece\u6570\u5b66\u4e0a\u8bb2\uff0c<span class=\"katex-eq\" data-katex-display=\"false\">l^{th}<\/span>\u5c42\u56fe\u5377\u79ef\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<br \/>\n<img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2025\/01\/20250123113241719.jpg\" alt=\"\" \/><br \/>\n\u5728\u8282\u70b9\u7ea7\u56fe\u5377\u79ef\u4e2d\uff0c\u6bcf\u4e2a\u8282\u70b9<span class=\"katex-eq\" data-katex-display=\"false\">v_i<\/span>\u81ea\u9002\u5e94\u5730\u805a\u5408\u5176\u76f8\u90bb\u8282\u70b9<span class=\"katex-eq\" data-katex-display=\"false\">\\mathcal{N}_{i}<\/span>\u7684\u5d4c\u5165\uff0c\u6743\u91cd\u57fa\u4e8e\u901a\u8fc7\u52a0\u6743\u51fd\u6570<span class=\"katex-eq\" data-katex-display=\"false\">\\phi_{\\Theta_{\\phi}}<\/span>\u7684\u8fb9\u7279\u5f81\u3002 \u7136\u540e\uff0c\u4f7f\u7528\u7ec4\u5408\u51fd\u6570<span class=\"katex-eq\" data-katex-display=\"false\">\\gamma_{\\Theta_{\\gamma}}<\/span>\u5c06\u805a\u5408\u7684\u90bb\u57df\u5d4c\u5165\u4e0e\u6765\u81ea\u524d\u4e00\u5c42<span class=\"katex-eq\" data-katex-display=\"false\">x_{i}^{l-1}<\/span>\u7684\u8282\u70b9\u81ea\u8eab\u7684\u5d4c\u5165\u76f8\u7ed3\u5408\uff0c\u5982\u516c\u5f0f(3)\u6240\u793a\u3002 \u901a\u8fc7\u4f18\u5316\u6765\u81ea\u8bad\u7ec3\u4e0b\u6e38\u4efb\u52a1\u7684\u635f\u5931\uff0c\u53ef\u4ee5\u4f7f\u52a0\u6743\u51fd\u6570<span class=\"katex-eq\" data-katex-display=\"false\">\\phi_{\\Theta_{\\phi}}<\/span>\u4f18\u5148\u8003\u8651\u6700\u91cd\u8981\u7684\u90bb\u5c45\uff0c\u5e76\u4f7f\u7ec4\u5408\u51fd\u6570<span class=\"katex-eq\" data-katex-display=\"false\">\\gamma_{\\Theta_{\\gamma}}<\/span>\u80fd\u591f\u5e73\u8861\u6765\u81ea\u8282\u70b9\u90bb\u57df\u548c\u5176\u81ea\u8eab\u5d4c\u5165\u7684\u8d21\u732e\u3002\u540c\u6837\uff0c\u5728\u8fb9\u7ea7\u56fe\u5377\u79ef\u4e2d\uff0c\u76f8\u540c\u7684\u805a\u5408\u539f\u7406\u9002\u7528\uff0c\u4f46\u8fb9\u7684\u90bb\u5c45\u662f\u4e0e\u8be5\u8fb9\u7684\u76f8\u540c\u7aef\u70b9\u5173\u8054\u7684\u8fb9<span class=\"katex-eq\" data-katex-display=\"false\">\\mathcal{N}_{ij}^{e}<\/span>\uff0c\u5982\u516c\u5f0f(4)\u6240\u793a\u3002\u56fe\u7ea7\u5d4c\u5165\u53ef\u4ee5\u901a\u8fc7\u8fdb\u4e00\u6b65\u5bf9\u8282\u70b9\u548c\u8fb9\u5d4c\u5165\u5e94\u7528\u6c60\u5316\u64cd\u4f5c<span class=\"katex-eq\" data-katex-display=\"false\">\\rho_{\\Theta_{\\rho}}<\/span>\u6765\u83b7\u5f97\uff0c\u5982\u516c\u5f0f(5)\u6240\u793a\u3002 \u9075\u5faa\u8fd9\u79cd\u57fa\u4e8eGNN\u7684\u5d4c\u5165\u8303\u5f0f\uff0c\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u5404\u79cd\u5f62\u5f0f\u7684\u56fe\u77e5\u8bc6\u2014\u2014\u4f8b\u5982\u8282\u70b9\u3001\u8fb9\u548c\uff08\u5b50\uff09\u56fe\u2014\u2014\u53ef\u4ee5\u7edf\u4e00\u5d4c\u5165\u5230\u5411\u91cf\u8868\u793a\u4e2d\uff0c\u5982\u56fe5(c)\u6240\u793a\uff0c\u5176\u4e2d\u6211\u4eec\u63a8\u5bfc\u51fa\u8282\u70b9(\ud835\udc17)\u3001\u8fb9(\ud835\udc04)\u548c\u56fe(\ud835\udc06)\u7684\u5d4c\u5165\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2025\/01\/20250123115947909.jpg\" alt=\"\" \/><\/p>\n<p>\u56fe5 \u53ef\u89c6\u5316 GraphRAG \u4e2d\u4f7f\u7528\u7684\u4ee3\u8868\u6027\u68c0\u7d22\u5668\u3002<\/p>\n<p>\u83b7\u5f97\u8fd9\u4e9b\u8282\u70b9\/\u8fb9\/\u56fe\u7ea7\u522b\u7684\u5d4c\u5165\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u6839\u636e\u6bcf\u79cd\u7ed3\u6784\u7684\u7279\u5b9a\u914d\u7f6e\u7ec4\u5408\u8fd9\u4e9b\u5b50\u7ed3\u6784\u5d4c\u5165\u6765\u521b\u5efa\u4e0d\u540c\u7c7b\u578b\u7ed3\u6784\u7684\u5d4c\u5165(\ud835\udc12)\u3002\u4f8b\u5982\uff0c\u5982\u679c\u68c0\u7d22\u5230\u7684\u5b50\u56fe\u662f\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u8def\u5f84\uff0c\u6211\u4eec\u53ef\u4ee5\u805a\u5408\u6cbf\u8be5\u8def\u5f84\u7684\u8282\u70b9\u548c\u5173\u7cfb\u7684\u5d4c\u5165\uff0c\u4ee5\u5f62\u6210\u4e00\u4e2a\u8fde\u8d2f\u7684\u8def\u5f84\u5d4c\u5165\u3002\u6700\u7ec8\uff0c\u4e0d\u540c\u7ed3\u6784\u7684\u751f\u6210\u7684\u5d4c\u5165\u53ef\u4ee5\u5728\u8bad\u7ec3\u9636\u6bb5\u7528\u4e8e\u4f18\u5316\u67e5\u8be2\u5bf9\u9f50\uff0c\u4e5f\u53ef\u4ee5\u5728\u6d4b\u8bd5\u9636\u6bb5\u7528\u4e8e\u542f\u7528\u57fa\u4e8e\u76f8\u4f3c\u6027\u7684\u795e\u7ecf\u641c\u7d22\u3002\u4f8b\u5982\uff0cGNN-RAG\u4f7f\u7528GNN\u8fdb\u884c\u68c0\u7d22\uff0c\u5176\u4e2d\u5bf9\u6bcf\u4e2a\u67e5\u8be2\u6267\u884c\u4e00\u8f6e\u5355\u72ec\u7684\u6d88\u606f\u4f20\u9012\u3002\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">\\hat{Q}<\/span>\u901a\u8fc7\u5305\u542b\u5176\u5d4c\u5165\u5728\u6d88\u606f\u8ba1\u7b97\u4e2d\uff0c\u88ab\u7eb3\u5165\u6d88\u606f\u4f20\u9012\u4e2d\u3002\u9009\u62e9\u4e00\u7ec4\u201c\u5019\u9009\u201d\u8282\u70b9\uff0c\u8fd9\u4e9b\u8282\u70b9\u5177\u6709\u9ad8\u4e8e\u67d0\u4e2a\u9608\u503c\u7684\u5173\u8054\u6982\u7387\u3002 \u4ece\u67e5\u8be2\u8282\u70b9\u5230\u6bcf\u4e2a\u5019\u9009\u8282\u70b9\u7684\u6700\u77ed\u8def\u5f84\u88ab\u68c0\u7d22\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u3002Liu et al.\u8003\u8651\u4f7f\u7528\u6761\u4ef6GNN\uff0c\u5176\u4e2d\u53ea\u6709\u6765\u81ea\u67e5\u8be2\u7684\u94fe\u63a5\u5b9e\u4f53\u88ab\u521d\u59cb\u5316\u4e3a\u975e\u96f6\u8868\u793a\u3002\u5019\u9009\u8282\u70b9\u7684\u9009\u62e9\u65b9\u5f0f\u4e0e\u7c7b\u4f3c\u3002\u7136\u540e\u4e3a\u6bcf\u4e2a\u5019\u9009\u8282\u70b9\u68c0\u7d22\u4e00\u6761\u8def\u5f84\uff0c\u5e76\u901a\u8fc7\u56de\u6eaf\u76f4\u5230\u5230\u8fbe\u67e5\u8be2\u8282\u70b9\u6765\u63d0\u53d6\u8be5\u8def\u5f84\u3002REANO\u5c06\u67e5\u8be2\u4fe1\u606f\u7f16\u7801\u5230\u7279\u5b9a\u4e8e\u8fb9\u7684\u6ce8\u610f\u529b\u6743\u91cd\u4e2d\uff0c\u8fd9\u53d6\u51b3\u4e8e\u67e5\u8be2\u3002\u805a\u5408\u540e\uff0c\u9009\u62e9\u4e0e\u67e5\u8be2\u6700\u76f8\u4f3c\u7684topk\u4e2a\u4e09\u5143\u7ec4\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u3002<\/p>\n<h5>\u9ad8\u7ea7\u68c0\u7d22\u7b56\u7565<\/h5>\n<p>\u771f\u5b9e\u4e16\u754c\u7684\u67e5\u8be2\u901a\u5e38\u5f88\u590d\u6742\uff0c\u5b83\u4eec\u7f16\u7801\u591a\u65b9\u9762\u7684\u610f\u56fe\uff0c\u62e5\u6709\u7ed3\u6784\u6a21\u5f0f\uff0c\u5e76\u4e14\u9700\u8981\u591a\u8df3\u63a8\u7406\uff0c\u800c\u4e0a\u8ff0\u57fa\u672c\u68c0\u7d22\u5668\u96be\u4ee5\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u56de\u7b54\u201c\u4f4d\u4e8e\u582a\u8428\u65af\u5dde\u52b3\u4f26\u65af\u5e02\uff0c\u5e76\u5728\u582a\u8428\u65af\u57ce\u90fd\u4f1a\u533a\u8bbe\u6709\u5206\u6821\u7684\u5927\u5b66\u7684\u6821\u6b4c\u540d\u79f0\u662f\u4ec0\u4e48\uff1f\u201d\u9700\u8981\u8fdb\u884c\u591a\u8df3\u63a8\u7406\uff0c\u4ee5\u6839\u636e\u4f4d\u7f6e\u786e\u5b9a\u5927\u5b66\u5e76\u68c0\u7d22\u5176\u6821\u6b4c\u4fe1\u606f\u3002\u540c\u6837\uff0c\u50cf\u201c\u6570\u636e\u96c6\u7684\u4e3b\u8981\u4e3b\u9898\u662f\u4ec0\u4e48\uff1f\u201d\u8fd9\u6837\u7684\u67e5\u8be2\u9700\u8981\u7406\u89e3\u4ea7\u54c1\u793e\u533a\u7ed3\u6784\uff0c\u68c0\u7d22\u6bcf\u4e2a\u793e\u533a\u7684\u4e3b\u9898\uff0c\u5e76\u5c06\u8bc6\u522b\u7684\u4e3b\u9898\u805a\u5408\u5728\u4e00\u8d77\u4ee5\u603b\u7ed3\u4e3b\u8981\u4e3b\u9898\u3002\u6b64\u5916\uff0c\u5f53\u8be2\u95ee\u201c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u5f71\u54cd\u529b\u6700\u5927\u7684\u7814\u7a76\u5b66\u8005\u662f\u8c01\uff1f\u201d\u65f6\uff0c\u7b54\u6848\u53ef\u80fd\u4f1a\u56e0\u591a\u79cd\u56e0\u7d20\u800c\u5f02\uff0c\u4f8b\u5982\u5f15\u7528\u6b21\u6570\u3001\u5df2\u53d1\u8868\u8bba\u6587\u7684\u6570\u91cf\u6216\u5408\u8457\u8005\u6570\u91cf\u3002\u51c6\u786e\u5730\u5904\u7406\u6b64\u7c7b\u67e5\u8be2\u9700\u8981\u66f4\u6df1\u5165\u5730\u7406\u89e3\u5e95\u5c42\u6570\u636e\u5206\u5e03\uff0c\u4ee5\u8fa8\u522b\u67e5\u8be2\u4f18\u5148\u8003\u8651\u54ea\u4e2a\u65b9\u9762\u3002\u4e3a\u4e86\u5904\u7406\u8fd9\u4e9b\u9ad8\u5ea6\u590d\u6742\u7684\u67e5\u8be2\uff0c\u5df2\u7ecf\u63d0\u51fa\u4e86\u5148\u8fdb\u7684\u68c0\u7d22\u7b56\u7565\uff0c\u6211\u4eec\u5bf9\u5176\u8fdb\u884c\u5982\u4e0b\u56de\u987e\uff1a<\/p>\n<p><strong>\u96c6\u6210\u68c0\u7d22<\/strong>\uff1a\u96c6\u6210\u68c0\u7d22\u7ed3\u5408\u5404\u79cd\u7c7b\u578b\u7684\u68c0\u7d22\u5668\uff0c\u901a\u8fc7\u5e73\u8861\u5b83\u4eec\u7684\u4f18\u52bf\u548c\u52a3\u52bf\u6765\u6355\u83b7\u76f8\u5173\u4fe1\u606f\u3002\u901a\u5e38\uff0c\u96c6\u6210\u68c0\u7d22\u65b9\u6cd5\u6839\u636e\u7ec4\u5408\u4f7f\u7528\u7684\u5355\u4e2a\u68c0\u7d22\u5668\u7684\u7c7b\u578b\u8fdb\u884c\u5206\u7c7b\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u4f8b\u5b50\u5305\u62ec\u795e\u7ecf\u7b26\u53f7\uff08neural-symbolic\uff09\u68c0\u7d22\u548c\u591a\u6a21\u6001\uff08multimodal\uff09\u68c0\u7d22\u3002<\/p>\n<p>\u7531\u4e8e\u5b58\u50a8\u5728\u56fe\u7ed3\u6784\u5316\u6570\u636e\u4e2d\u7684\u77e5\u8bc6\u5927\u591a\u4ee5\u7b26\u53f7\u5f62\u5f0f\u5b58\u5728\uff0c\u56e0\u6b64\u795e\u7ecf\u7b26\u53f7\u68c0\u7d22\u662fGraphRAG\u4e2d\u96c6\u6210\u68c0\u7d22\u7b56\u7565\u7684\u81ea\u7136\u9009\u62e9\u3002\u6b64\u7b56\u7565\u5c06\u57fa\u4e8e\u89c4\u5219\u7684\u6a21\u5f0f\u7528\u4e8e\u68c0\u7d22\u7b26\u53f7\u77e5\u8bc6\u4e0e\u57fa\u4e8e\u795e\u7ecf\u7684\u4fe1\u53f7\u7528\u4e8e\u68c0\u7d22\u66f4\u62bd\u8c61\u548c\u66f4\u6df1\u5c42\u6b21\u7684\u77e5\u8bc6\u4ea4\u7ec7\u5728\u4e00\u8d77\u3002\u4f8b\u5982\uff0cLuo\u7b49\u4eba\uff0cWen\u7b49\u4eba\u9996\u5148\u57fa\u4e8e\u7b26\u53f7\u77e5\u8bc6\u56fe\u7684\u77e5\u8bc6\u6269\u5c55\u90bb\u5c45\uff0c\u7136\u540e\u4f7f\u7528\u795e\u7ecf\u5339\u914d\u8fdb\u884c\u8def\u5f84\u68c0\u7d22\u3002\u76f8\u53cd\uff0cMavromatis\u548cKarypis\u9996\u5148\u5229\u7528GNN\u68c0\u7d22\u79cd\u5b50\u5b9e\u4f53\uff08\u795e\u7ecf\u68c0\u7d22\uff09\uff0c\u7136\u540e\u4ece\u79cd\u5b50\u5b9e\u4f53\u4e2d\u63d0\u53d6\u6700\u77ed\u8def\u5f84\uff08\u7b26\u53f7\u68c0\u7d22\uff09\u3002\u540c\u6837\uff0cTian\u7b49\u4eba\uff0cYasunaga\u7b49\u4eba\uff0cWang\u7b49\u4eba\uff0cLuo\u7b49\u4eba\u83b7\u53d6\u5f53\u524d\u95ee\u7b54\u5bf9\u548c\u7528\u6237\u751f\u6210\u9879\u4f1a\u8bdd\u4e2d\u63d0\u5230\u7684\u5b9e\u4f53\u7684k-hop\u90bb\u57df\u4f5c\u4e3a\u7b54\u6848\u5019\u9009\uff08\u7b26\u53f7\u68c0\u7d22\uff09\uff0c\u5e76\u8ba1\u7b97\u67e5\u8be2\u548c\u63d0\u53d6\u7684\u5b50\u56fe\u4e4b\u95f4\u7684\u6ce8\u610f\u529b\u4ee5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(LLM) 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Reranker<\/h5>\n<p>\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u7684\u6027\u80fd\u4f1a\u53d7\u5230\u4e0a\u4e0b\u6587\u5185\u76f8\u5173\u4fe1\u606f\u4f4d\u7f6e\u7684\u5f71\u54cd\uff0c\u65e0\u8bba\u5b83\u51fa\u73b0\u5728\u5f00\u5934\u3001\u4e2d\u95f4\u8fd8\u662f\u7ed3\u5c3e\u3002\u6b64\u5916\uff0cLLM\u7684\u751f\u6210\u8fd8\u4f1a\u53d7\u5230\u4e0a\u4e0b\u6587\u77e5\u8bc6\u63d0\u4f9b\u987a\u5e8f\u7684\u5f71\u54cd\uff0c\u540e\u9762\u7684\u6587\u6863\u8d21\u732e\u5c0f\u4e8e\u524d\u9762\u7684\u6587\u6863\u3002\u867d\u7136\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u901a\u5e38\u5728\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u6309\u76f8\u5173\u6027\u5f97\u5206\u6392\u5e8f\uff0c\u4f46\u8fd9\u4e9b\u5f97\u5206\u901a\u5e38\u57fa\u4e8e\u5bf9\u5927\u91cf\u5019\u9009\u8005\u8fdb\u884c\u7684\u7c97\u7c92\u5ea6\u6392\u5e8f\u3002\u589e\u5f3a\u4ec5\u5728\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4e2d\u8fdb\u884c\u7ec6\u7c92\u5ea6\u7ea7\u522b\u7684\u91cd\u65b0\u6392\u5e8f\uff08\u4e00\u4e2a\u88ab\u79f0\u4e3a\u91cd\u6392\u5e8f\u7684\u8fc7\u7a0b\uff09\u5bf9\u4e8e\u5b9e\u73b0\u6700\u4f73\u4e0b\u6e38\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0cLi\u7b49\u4eba\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u4ea4\u53c9\u7f16\u7801\u5668\u5bf9\u68c0\u7d22\u5230\u7684\u4e09\u5143\u7ec4\u8fdb\u884c\u91cd\u6392\u5e8f\u3002Jiang\u7b49\u4eba\u548cLiu\u7b49\u4eba\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u91cd\u6392\u5e8f\u6a21\u578b\u5bf9\u68c0\u7d22\u5230\u7684\u8def\u5f84\u8fdb\u884c\u91cd\u6392\u5e8f\u3002Yu\u7b49\u4eba\u8bad\u7ec3\u4e86\u4e00\u4e2a\u56fe\u795e\u7ecf\u7f51\u7edc\u6765\u5bf9\u68c0\u7d22\u5230\u7684\u6bb5\u843d\u8fdb\u884c\u91cd\u6392\u5e8f\u3002Liao\u7b49\u4eba\u6309\u8def\u5f84\u51fa\u73b0\u7684\u65f6\u95f4\u987a\u5e8f\u5bf9\u8def\u5f84\u8fdb\u884c\u6392\u5e8f\uff0c\u66f4\u5f3a\u8c03\u6700\u8fd1\u7684\u8def\u5f84\u3002<\/p>\n<h5>\u56fe\u589e\u5f3a Graph Augmentation<\/h5>\n<p>\u56fe\u589e\u5f3a\u65e8\u5728\u4e30\u5bcc\u68c0\u7d22\u5230\u7684\u56fe\uff0c\u4ee5\u589e\u5f3a\u5185\u5bb9\u6216\u63d0\u9ad8\u751f\u6210\u5668\u7684\u9c81\u68d2\u6027\u3002\u6b64\u8fc7\u7a0b\u53ef\u80fd\u6d89\u53ca\u5411\u68c0\u7d22\u5230\u7684\u56fe\u6dfb\u52a0\u8865\u5145\u4fe1\u606f\uff0c\u8fd9\u4e9b\u4fe1\u606f\u6765\u81ea\u5916\u90e8\u6570\u636e\u6216\u5d4c\u5165\u5728LLM\u4e2d\u7684\u77e5\u8bc6\u3002\u4e3b\u8981\u6709\u4e24\u7c7b\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li><strong>\u56fe\u7ed3\u6784\u589e\u5f3a<\/strong>\uff1a\u56fe\u7ed3\u6784\u589e\u5f3a\u65b9\u6cd5\u6d89\u53ca\u5411\u68c0\u7d22\u5230\u7684\u56fe\u4e2d\u6dfb\u52a0\u65b0\u7684\u8282\u70b9\u548c\u8fb9\u3002\u4f8b\u5982\uff0cGraphQA\u901a\u8fc7\u5408\u5e76\u4ece\u4e0a\u4e0b\u6587\u4e2d\u63d0\u53d6\u7684\u540d\u8bcd\u77ed\u8bed\u5757\u8282\u70b9\u6765\u589e\u5f3a\u68c0\u7d22\u5230\u7684\u5b50\u56fe\u3002\u6b64\u5916\uff0cYasunaga\u7b49\u4eba\u548cTaunk\u7b49\u4eba\u5c06\u67e5\u8be2\u89c6\u4e3a\u4e00\u4e2a\u8282\u70b9\uff0c\u5c06\u5176\u96c6\u6210\u5230\u68c0\u7d22\u5230\u7684\u56fe\u4e2d\uff0c\u4ee5\u5728\u67e5\u8be2\u548c\u76f8\u5173\u4fe1\u606f\u4e4b\u95f4\u521b\u5efa\u76f4\u63a5\u8fde\u63a5\u3002Tang\u7b49\u4eba\u57fa\u4e8e\u9884\u8bad\u7ec3\u7684\u6269\u6563\u6a21\u578b\u589e\u5f3a\u56fe\u7ed3\u6784\u3002<\/li>\n<li><strong>\u56fe\u7279\u5f81\u589e\u5f3a<\/strong>\uff1a\u56fe\u7279\u5f81\u589e\u5f3a\u65b9\u6cd5\u4fa7\u91cd\u4e8e\u4e30\u5bcc\u56fe\u4e2d\u8282\u70b9\u548c\u8fb9\u7684\u7279\u5f81\u3002\u7531\u4e8e\u539f\u59cb\u7279\u5f81\u53ef\u80fd\u5f88\u957f\u6216\u7a00\u758f\uff0c\u56e0\u6b64\u53ef\u4ee5\u4f7f\u7528\u6570\u636e\u589e\u5f3a\u5668\u6765\u603b\u7ed3\u6216\u63d0\u4f9b\u8fd9\u4e9b\u7279\u5f81\u7684\u989d\u5916\u7ec6\u8282\u3002\u4f8b\u5982\uff0cOnce\u5728\u63a8\u8350\u7cfb\u7edf\u4e2d\u4f7f\u7528LLM\u4f5c\u4e3a\u5185\u5bb9\u6458\u8981\u5668\u3001\u7528\u6237\u753b\u50cf\u5668\u548c\u4e2a\u6027\u5316\u5185\u5bb9\u751f\u6210\u5668\u3002\u540c\u6837\uff0cLLM-Rec\u548cKAR\u5e94\u7528\u5404\u79cd\u63d0\u793a\u6280\u672f\u6765\u4e30\u5bcc\u8282\u70b9\u7279\u5f81\uff0c\u4f7f\u5176\u66f4\u5229\u4e8e\u4e0b\u6e38\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u4e00\u4e9b\u56fe\u589e\u5f3a\u6280\u672f\u53ea\u5173\u6ce8\u68c0\u7d22\u5230\u7684\u56fe\u672c\u8eab\uff0c\u4f8b\u5982\u968f\u673a\u5220\u9664\u8282\u70b9\u3001\u8fb9\u6216\u7279\u5f81\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002Ding\u7b49\u4eba\u5bf9\u8fd9\u4e9b\u6570\u636e\u589e\u5f3a\u65b9\u6cd5\u8fdb\u884c\u4e86\u7cfb\u7edf\u7684\u7efc\u8ff0\u3002<\/p>\n<h5>\u81ea\u7136\u8bed\u8a00\u5316 Verbalizing<\/h5>\n<p>\u8a00\u8bed\u5316\u662f\u6307\u5c06\u68c0\u7d22\u5230\u7684\u4e09\u5143\u7ec4\u3001\u8def\u5f84\u6216\u56fe\u8f6c\u6362\u4e3aLLM\u53ef\u4ee5\u4f7f\u7528\u7684\u81ea\u7136\u8bed\u8a00\u3002 \u8a00\u8bed\u5316\u4e3b\u8981\u6709\u4e24\u79cd\u65b9\u6cd5\uff1a\u7ebf\u6027\u8a00\u8bed\u5316\u548c\u57fa\u4e8e\u6a21\u578b\u7684\u8a00\u8bed\u5316\u3002<\/p>\n<p>\u7ebf\u6027\u8a00\u8bed\u5316\u65b9\u6cd5\u901a\u5e38\u4f7f\u7528\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u5c06\u56fe\u8f6c\u6362\u4e3a\u6587\u672c\u3002 \u7ebf\u6027\u8a00\u8bed\u5316\u7684\u4e3b\u8981\u6280\u672f\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u4e8e\u5143\u7ec4\u7684\u65b9\u6cd5<\/strong>\uff1a\u8fd9\u4e9b\u65b9\u6cd5\u5c06\u68c0\u7d22\u5230\u7684\u4e0d\u540c\u4fe1\u606f\u7247\u6bb5\u653e\u5728\u4e00\u4e2a\u5143\u7ec4\u4e2d\u5e76\u5bf9\u5176\u8fdb\u884c\u6392\u5e8f\u3002\u4f8b\u5982\uff0c\u5728\u77e5\u8bc6\u56fe\u8c31\u4e0a\u6267\u884c\u68c0\u7d22\u65f6\uff0c\u8bb8\u591a\u65b9\u6cd5\u4f1a\u68c0\u7d22\u4e00\u7ec4\u4e8b\u5b9e\u3002 \u5355\u4e2a\u4e8b\u5b9e\u5728\u751f\u6210\u63d0\u793a\u4e2d\u88ab\u8868\u8fbe\u4e3a\u5143\u7ec4(entity1,relation1,entity2)\u3002\u5bf9\u4e8e\u4e00\u7ec4\u4e8b\u5b9e\uff0c\u6211\u4eec\u9996\u5148\u6309\u7279\u5b9a\u987a\u5e8f\u5bf9\u5b83\u4eec\u8fdb\u884c\u6392\u5e8f\uff0c\u7136\u540e\u5c06\u5b83\u4eec\u9010\u4e00\u8868\u8fbe\u4e3a\u5355\u4e2a\u5143\u7ec4\u3002\u6bcf\u6761\u4fe1\u606f\u901a\u5e38\u5728\u63d0\u793a\u4e2d\u7528\u6362\u884c\u7b26\u5206\u9694\u3002\u8bf7\u6ce8\u610f\uff0c\u76f8\u540c\u7684\u903b\u8f91\u53ef\u4ee5\u5e94\u7528\u4e8e\u8def\u5f84\u3001\u8282\u70b9\u7b49\u7b49\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u6a21\u677f\u7684\u65b9\u6cd5<\/strong>\uff1a \u8fd9\u4e9b\u65b9\u6cd5\u4f7f\u7528\u9884\u5b9a\u4e49\u7684\u6a21\u677f\u5c06\u8def\u5f84\u6216\u56fe\u8868\u8fbe\u4e3a\u66f4\u81ea\u7136\u7684\u6587\u672c\u3002\u4f8b\u5982\uff0cLLaGA\u63d0\u51fa\u4e86\u4e00\u4e9b\u6a21\u677f\uff0c\u4f8b\u5982Hop-Field\u6982\u8ff0\u6a21\u677f\uff0c\u7528\u4e8e\u5c06\u56fe\u8f6c\u6362\u4e3a\u5e8f\u5217\u3002\u5bf9\u4e8e\u77e5\u8bc6\u56fe\u8c31\uff0c\u6709\u51e0\u79cd\u65b9\u6cd5\u5c06\u5355\u4e2a\u4e8b\u5b9e\u8f6c\u6362\u4e3a\u81ea\u7136\u6587\u672c\u3002\u4f8b\u5982\uff0cGuo\u7b49\u4eba\u4f7f\u7528\u6a21\u677f\u201cThe {relation} of {entity 1} is\/are: {entity 2}\u201d\u5c06\u4e8b\u5b9e\uff08\u5b9e\u4f531\uff0c\u5173\u7cfb\uff0c\u5b9e\u4f532\uff09\u8f6c\u6362\u4e3a\u6587\u672c\u3002<\/li>\n<\/ul>\n<p>\u57fa\u4e8e\u6a21\u578b\u7684\u8868\u8fbe\u65b9\u6cd5\u901a\u5e38\u4f7f\u7528\u5fae\u8c03\u6a21\u578b\u6216\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5c06\u8f93\u5165\u4e8b\u5b9e\u8f6c\u6362\u4e3a\u8fde\u8d2f\u81ea\u7136\u7684\u8bed\u8a00\u3002 \u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u5206\u4e3a\u4e24\u7c7b\uff1a<\/p>\n<ul>\n<li><strong>\u56fe\u5230\u6587\u672c\u7684\u8868\u8fbe<\/strong>\uff1a\u8fd9\u4e9b\u65b9\u6cd5\u4e13\u6ce8\u4e8e\u5c06\u68c0\u7d22\u5230\u7684\u56fe\u8f6c\u6362\u4e3a\u81ea\u7136\u8bed\u8a00\uff0c\u540c\u65f6\u4fdd\u7559\u6240\u6709\u4fe1\u606f\u3002\u4f8b\u5982\uff0cKoncel-Kedziorski\u7b49\u4eba\u548cWang\u7b49\u4eba\u5229\u7528Graph Transformer\u4ece\u77e5\u8bc6\u56fe\u8c31\u751f\u6210\u6587\u672c\u3002Ribeiro\u7b49\u4eba\u8bc4\u4f30\u4e86\u51e0\u4e2a\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7528\u4e8e\u56fe\u5230\u6587\u672c\u7684\u751f\u6210\uff0c\u800cWu\u7b49\u4eba\u548cAgarwal\u7b49\u4eba\u5fae\u8c03\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4ee5\u5c06\u56fe\u8f6c\u6362\u4e3a\u53e5\u5b50\uff0c\u786e\u4fdd\u6587\u672c\u5f62\u5f0f\u5fe0\u5b9e\u5730\u8868\u793a\u56fe\u7684\u5185\u5bb9\u3002<\/li>\n<li><strong>\u56fe\u6458\u8981<\/strong>\uff1a\u4e0e\u4fdd\u7559\u6240\u6709\u7ec6\u8282\u7684\u56fe\u5230\u6587\u672c\u8f6c\u6362\u4e0d\u540c\uff0c\u56fe\u6458\u8981\u65b9\u6cd5\u65e8\u5728\u6839\u636e\u68c0\u7d22\u5230\u7684\u56fe\u548c\u67e5\u8be2\u751f\u6210\u7b80\u6d01\u7684\u6458\u8981\u3002EFSum\u63d0\u51fa\u4e86\u4e24\u79cd\u65b9\u6cd5\uff1a\u4e00\u79cd\u76f4\u63a5\u63d0\u793a\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u6765\u603b\u7ed3\u68c0\u7d22\u5230\u7684\u4e8b\u5b9e\u548c\u67e5\u8be2\uff0c\u53e6\u4e00\u79cd\u5219\u4e13\u95e8\u9488\u5bf9\u6458\u8981\u4efb\u52a1\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\u3002\u53e6\u4e00\u65b9\u9762\uff0cCoTKR\u5728\u4e24\u79cd\u64cd\u4f5c\u4e4b\u95f4\u4ea4\u66ff\u8fdb\u884c\uff1a\u63a8\u7406\uff0c\u5373\u5206\u89e3\u95ee\u9898\uff0c\u751f\u6210\u63a8\u7406\u8f68\u8ff9\uff0c\u5e76\u8bc6\u522b\u5f53\u524d\u6b65\u9aa4\u6240\u9700\u7684\u7279\u5b9a\u77e5\u8bc6\uff1b\u6458\u8981\uff0c\u5373\u603b\u7ed3\u57fa\u4e8e\u5f53\u524d\u63a8\u7406\u8f68\u8ff9\u68c0\u7d22\u5230\u7684\u5b50\u56fe\u4e2d\u7684\u76f8\u5173\u77e5\u8bc6\u3002<\/li>\n<\/ul>\n<h4>\u751f\u6210\u5668<\/h4>\n<p>\u751f\u6210\u5668\u65e8\u5728\u6839\u636e\u67e5\u8be2\u548c\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4e3a\u7279\u5b9a\u4efb\u52a1\u751f\u6210\u6240\u9700\u7684\u8f93\u51fa\u3002\u8fd9\u4e9b\u4efb\u52a1\u7684\u8303\u56f4\u53ef\u4ee5\u4ece\u5224\u522b\u4efb\u52a1\uff08\u4f8b\u5982\uff0c\u8282\u70b9\/\u8fb9\/\u56fe\u5206\u7c7b\uff09\u5230\u751f\u6210\u4efb\u52a1\uff08\u4f8b\u5982\uff0c\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u95ee\u7b54\uff09\u548c\u56fe\u751f\u6210\uff08\u4f8b\u5982\uff0c\u5206\u5b50\u751f\u6210\uff09\u3002\u7531\u4e8e\u4e0d\u540c\u4efb\u52a1\u7684\u72ec\u7279\u6027\uff0c\u901a\u5e38\u9700\u8981\u4e0d\u540c\u7684\u751f\u6210\u5668\u3002\u6211\u4eec\u5c06\u751f\u6210\u5668\u5206\u4e3a\u4e09\u5927\u7c7b\uff1a\u57fa\u4e8e\u5224\u522b\u7684\u751f\u6210\u5668\uff0c\u5b83\u5229\u7528GNN\u548cGraph Transformer\u7b49\u6a21\u578b\u6765\u6267\u884c\u5206\u7c7b\u7b49\u4efb\u52a1\uff1b\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u5668\uff0c\u5b83\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u6765\u751f\u6210\u57fa\u4e8e\u6587\u672c\u7684\u4efb\u52a1\u7b54\u6848\uff1b\u4ee5\u53ca\u57fa\u4e8e\u56fe\u7684\u751f\u6210\u5668\uff0c\u5b83\u4f7f\u7528\u6269\u6563\u6a21\u578b\u7b49\u751f\u6210\u6a21\u578b\u6765\u751f\u6210\u65b0\u7684\u56fe\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u8bf4\u660e\u8fd9\u4e9b\u751f\u6210\u5668\u3002<\/p>\n<h5>\u57fa\u4e8e\u5224\u522b\u7684\u751f\u6210\u5668<\/h5>\n<p>\u57fa\u4e8e\u5224\u522b\uff08Discrimination-based\uff09\u7684\u751f\u6210\u5668\u4e13\u6ce8\u4e8e\u5224\u522b\u548c\u56de\u5f52\uff08regression\uff09\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u901a\u5e38\u53ef\u4ee5\u5efa\u6a21\u4e3a\u56fe\u4efb\u52a1\uff0c\u4f8b\u5982\u8282\u70b9\u3001\u8fb9\u6216\u56fe\u7684\u5206\u7c7b\u548c\u56de\u5f52\u3002\u4e3a\u56fe\u6570\u636e\u8bbe\u8ba1\u7684\u6a21\u578b\uff0c\u4f8b\u5982GNN\u548cGraph Transformer\uff0c\u88ab\u5e7f\u6cdb\u7528\u4f5c\u57fa\u4e8e\u5224\u522b\u7684\u751f\u6210\u5668\u3002GNN\u7684\u9009\u62e9\u53d6\u51b3\u4e8e\u56fe\u7684\u7c7b\u578b\u548c\u4efb\u52a1\u3002\u4f8b\u5982\uff0cGCN\u3001GraphSAGE\u548cGAT\u901a\u5e38\u5e94\u7528\u4e8e\u540c\u6784\u56fe\uff08homogeneous graphs\uff09\uff0c\u800cRGCN\u548cHAN\u7b49\u6a21\u578b\u7528\u4e8e\u5f02\u6784\u56fe\uff08heterogeneous graphs,\uff09\uff0cHGNN\u548cHyper-Attention\u9002\u7528\u4e8e\u8d85\u56fe\uff08hypergraphs\uff09\u3002\u6b64\u5916\uff0cGraph Transformer\u56e0\u5176\u6355\u83b7\u5168\u5c40\u4f9d\u8d56\u5173\u7cfb\u7684\u80fd\u529b\u800c\u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce\u3002\u6839\u636e\u4efb\u52a1\u7684\u5177\u4f53\u8981\u6c42\uff0c\u4e5f\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u8bad\u7ec3\u7b56\u7565\uff0c\u4f8b\u5982\uff08\u534a\uff09\u76d1\u7763\u5b66\u4e60\u548c\u56fe\u5bf9\u6bd4\u5b66\u4e60\u3002<\/p>\n<h5>\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u5668<\/h5>\n<p>\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u5728\u7406\u89e3\u548c\u751f\u6210\u5404\u79cd\u4efb\u52a1\u7684\u81ea\u7136\u8bed\u8a00\u65b9\u9762\u5c55\u73b0\u51fa\u4e86\u663e\u8457\u7684\u80fd\u529b\u3002\u7136\u800c\uff0cLLM\u672c\u8eab\u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u987a\u5e8f\u6570\u636e\uff0c\u800cGraphRAG\u4e2d\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u901a\u5e38\u4ee5\u56fe\u5f62\u7684\u5f62\u5f0f\u7ed3\u6784\u5316\u3002\u867d\u7136\u5404\u79cdGraphRAG\u7ec4\u7ec7\u8005\uff0c\u4f8b\u5982\u8bed\u8a00\u5316\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5c06\u68c0\u7d22\u5230\u7684\u56fe\u5f62\u4fe1\u606f\u8f6c\u6362\u4e3a\u6587\u672c\uff0c\u4f46\u8fd9\u4e9b\u8f6c\u6362\u53ef\u80fd\u4f1a\u5bfc\u81f4\u91cd\u8981\u7684\u56fe\u5f62\u7ed3\u6784\u4fe1\u606f\u4e22\u5931\uff0c\u8fd9\u5bf9\u4e8e\u67d0\u4e9b\u4efb\u52a1\u81f3\u5173\u91cd\u8981\u3002\u4e3a\u4e86\u5229\u7528LLM\u7684\u80fd\u529b\uff0c\u8bb8\u591a\u7814\u7a76\u5de5\u4f5c\u90fd\u81f4\u529b\u4e8e\u5c06\u56fe\u5f62\u4fe1\u606f\u8f93\u5165\u5230LLM\u4e2d\uff0c\u6211\u4eec\u5c06\u8fd9\u4e9b\u65b9\u6cd5\u603b\u7ed3\u4e3a\u4ee5\u4e0b\u51e0\u7c7b\uff1a<\/p>\n<ul>\n<li><strong>\u8bed\u8a00\u5316<\/strong>\uff1a\u8bed\u8a00\u5316\u7684\u76ee\u6807\u662f\u5c06GraphRAG\u4e2d\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u8f6c\u6362\u4e3aLLM\u53ef\u4ee5\u5904\u7406\u7684\u5e8f\u5217\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5728\u7b2c 2.5.4 \u8282\u4e2d\u8be6\u7ec6\u4ecb\u7ecd\u3002<\/li>\n<li><strong>\u5d4c\u5165\u878d\u5408<\/strong>\uff1a\u5d4c\u5165\u878d\u5408\u5c06\u56fe\u5d4c\u5165\u548c\u6587\u672c\u5d4c\u5165\u96c6\u6210\u5230LLM\u4e2d\u3002\u56fe\u5d4c\u5165\u53ef\u4ee5\u4f7f\u7528GNN\u6216Graph Transformer\u83b7\u5f97\u3002\u4e3a\u4e86\u4f7f\u56fe\u5d4c\u5165\u4e0e\u6587\u672c\u5d4c\u5165\u5bf9\u9f50\uff0c\u901a\u5e38\u4f1a\u5b66\u4e60\u4e00\u4e2a\u9886\u57df\u6295\u5f71\u5668\uff08domain projector\uff09\u6765\u5c06\u56fe\u5d4c\u5165\u6620\u5c04\u5230\u6587\u672c\u5d4c\u5165\u7a7a\u95f4\u3002 \u5d4c\u5165\u878d\u5408\u53ef\u4ee5\u53d1\u751f\u5728LLM\u7684\u4e0d\u540c\u5c42\u3002\u4f8b\u5982\uff0cHe\u7b49\u4eba\u5c06\u6295\u5f71\u540e\u7684\u56fe\u5d4c\u5165\u901a\u8fc7LLM\u7684\u81ea\u6ce8\u610f\u529b\u5c42\uff0c\u800cTian\u7b49\u4eba\u5c06\u6295\u5f71\u540e\u7684\u56fe\u5d4c\u5165\u4e0e\u6587\u672c\u7b26\u5143\u9884\u5148\u8fde\u63a5\u3002\u5728LLM\u7684\u9884\u6d4b\u5c42\u4e4b\u524d\u878d\u5408\u6587\u672c\u548c\u6295\u5f71\u540e\u7684\u56fe\u5d4c\u5165\u3002\u6b64\u5916\uff0cLLM\u53ef\u4ee5\u4e0e\u9886\u57df\u6295\u5f71\u5668\u4e00\u8d77\u4f7f\u7528LoRA\u7b49\u65b9\u6cd5\u8fdb\u884c\u5fae\u8c03\uff0c\u6216\u8005LLM\u53ef\u4ee5\u4fdd\u6301\u4e0d\u53d8\uff0c\u53ea\u8bad\u7ec3\u56fe\u5d4c\u5165\u6a21\u578b\u548c\u9886\u57df\u6295\u5f71\u5668\u3002<\/li>\n<li><strong>\u4f4d\u7f6e\u5d4c\u5165\u878d\u5408<\/strong>\uff1a\u901a\u8fc7\u8bed\u8a00\u5316\u76f4\u63a5\u5c06\u56fe\u5f62\u8f6c\u6362\u4e3a\u5e8f\u5217\u53ef\u80fd\u4f1a\u4e22\u5931\u56fe\u5f62\u7ed3\u6784\u4fe1\u606f\uff0c\u8fd9\u5728\u67d0\u4e9b\u4efb\u52a1\u4e2d\u53ef\u80fd\u81f3\u5173\u91cd\u8981\u3002\u4f4d\u7f6e\u5d4c\u5165\u878d\u5408\u65e8\u5728\u5c06\u68c0\u7d22\u5230\u7684\u56fe\u4e2d\u8282\u70b9\u7684\u4f4d\u7f6e\u6dfb\u52a0\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u4e2d\u3002GIMLET\u4f5c\u4e3a\u4e00\u79cd\u7edf\u4e00\u7684\u56fe\u6587\u6a21\u578b\uff0c\u91c7\u7528\u5e7f\u4e49\u4f4d\u7f6e\u5d4c\u5165\u6765\u7f16\u7801\u56fe\u7ed3\u6784\u548c\u6587\u672c\u6307\u4ee4\u4f5c\u4e3a\u7edf\u4e00\u7684\u7b26\u5143\u3002LINKGPT\u5229\u7528LPFormer\u4e2d\u7684\u6210\u5bf9\u7f16\u7801\u6765\u7f16\u7801\u4e24\u4e2a\u8282\u70b9\u4e4b\u95f4\u7684\u6210\u5bf9\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<h5>\u57fa\u4e8e\u56fe\u7684\u751f\u6210\u5668<\/h5>\n<p>\u5728\u79d1\u5b66\u56fe\u9886\u57df\uff0c\u7531\u4e8e\u9700\u8981\u7cbe\u786e\u7684\u7ed3\u6784\u751f\u6210\uff0c\u57fa\u4e8e\u56fe\u7684RAG\u751f\u6210\u5668\u5f80\u5f80\u8d85\u8d8a\u4e86\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u6cd5\u3002RetMol\u5c24\u5176\u901a\u7528\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u4e0e\u5404\u79cd\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u67b6\u6784\u4e00\u8d77\u5de5\u4f5c\uff0c\u652f\u6301\u591a\u79cd\u751f\u6210\u6a21\u578b\u548c\u5206\u5b50\u8868\u793a\u3002\u4f8b\u5982\uff0c\u751f\u6210\u5668\u53ef\u4ee5\u57fa\u4e8eTransformer\u6216\u5229\u7528\u56fe\u53d8\u5206\u81ea\u7f16\u7801\u5668(Graph VAE)\u67b6\u6784\u3002Huang\u7b49\u4eba\u5f3a\u8c03\u4e86\u6269\u6563\u6a21\u578b\u7684\u4f7f\u7528\uff0c\u7279\u522b\u662f3D\u5206\u5b50\u6269\u6563\u6a21\u578bIRDIF\u3002\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u7b49\u53d8\u56fe\u795e\u7ecf\u7f51\u7edc(EGNN)\u7b49\u67b6\u6784\u5b9e\u73b0SE(3)\u7b49\u53d8\u6027\uff0c\u8fd9\u786e\u4fdd\u4e86\u5206\u5b50\u7ed3\u6784\u7684\u51e0\u4f55\u7279\u6027\u5728\u6bcf\u6b21\u65cb\u8f6c\u3001\u5e73\u79fb\u548c\u53cd\u5c04\u7b49\u7a7a\u95f4\u53d8\u6362\u4e0b\u4fdd\u6301\u4e0d\u53d8\u3002\u5c06SE(3)\u7b49\u53d8\u6027\u878d\u5165\u6269\u6563\u6a21\u578b\u4fdd\u8bc1\u4e86\u751f\u6210\u7684\u5206\u5b50\u7ed3\u6784\u5728\u8fd9\u4e9b\u53d8\u6362\u4e0b\u4fdd\u6301\u51e0\u4f55\u4e00\u81f4\u6027\u3002\u5bf9\u4e8e\u77e5\u8bc6\u56fe\u8c31 (KG)\uff0c\u591a\u9879\u5de5\u4f5c\u4f7f\u7528\u56fe\u795e\u7ecf\u7f51\u7edc(GNN)\u6765\u751f\u6210\u7b54\u6848\u3002\u8fd9\u4e9b\u4f5c\u54c1\u4e2d\u4f7f\u7528\u7684GNN\u4ee5\u67e5\u8be2\u4e3a\u6761\u4ef6\uff0c\u4ece\u800c\u4f7f\u6700\u7ec8\u9884\u6d4b\u4e0e\u5176\u76f8\u5173\u3002<\/p>\n<h4>\u56fe\u6570\u636e\u6e90<\/h4>\n<p>\u8bba\u6587\u5bf9GraphRAG\u4e2d\u6700\u521d\u56db\u4e2a\u6a21\u578b\u4e2d\u5fc3\u7ec4\u4ef6\uff08\u5373\u67e5\u8be2\u5904\u7406\u5668\u3001\u68c0\u7d22\u5668\u3001\u7ec4\u7ec7\u5668\u548c\u751f\u6210\u5668\uff09\u4e2d\u5e94\u7528\u7684\u4e3b\u8981\u6280\u672f\u8fdb\u884c\u4e86\u5168\u9762\u56de\u987e\u3002\u7136\u800c\uff0c\u5373\u4f7f\u8fd9\u4e9b\u7ec4\u4ef6\u5177\u6709\u6700\u4f73\u914d\u7f6e\uff0c\u5982\u679cGraphRAG\u7cfb\u7edf\u7684\u57fa\u7840\u56fe\u6570\u636e\u6e90\uff08\u4ece\u4e2d\u68c0\u7d22\u5916\u90e8\u77e5\u8bc6\uff09\u6ca1\u6709\u7ecf\u8fc7\u4ed4\u7ec6\u6574\u7406\uff0c\u7cfb\u7edf\u4ecd\u53ef\u80fd\u8fbe\u4e0d\u5230\u6700\u4f73\u6027\u80fd\u3002\u8fd9\u4e5f\u5f3a\u8c03\u4e86\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6700\u8fd1\u4ece\u6a21\u578b\u4e2d\u5fc3\u8f6c\u5411\u6570\u636e\u4e2d\u5fc3\u7684\u91cd\u5927\u8f6c\u53d8\uff0c\u5176\u4e2d\u63d0\u9ad8\u6570\u636e\u8d28\u91cf\u548c\u76f8\u5173\u6027\u5bf9\u4e8e\u53d6\u5f97\u4f18\u5f02\u6210\u679c\u540c\u6837\u91cd\u8981\uff0c\u751a\u81f3\u66f4\u4e3a\u91cd\u8981\u3002\u91c7\u7528\u8fd9\u79cd\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u89c6\u89d2\uff0c\u4e0b\u4e00\u8282\u5c06\u4ece\u9ad8\u7ea7\u89d2\u5ea6\u6982\u8ff0\u73b0\u6709\u7684 GraphRAG \u5728\u6784\u5efa\u56fe\u6570\u636e\u6e90\u65b9\u9762\u7684\u7814\u7a76\uff0c\u5e76\u5c06\u5bf9\u7279\u5b9a\u9886\u57df\u56fe\u6784\u5efa\u65b9\u6cd5\u7684\u8be6\u7ec6\u8ba8\u8bba\u7559\u7ed9\u968f\u540e\u7684\u7279\u5b9a\u9886\u57df\u7ae0\u8282\u3002<\/p>\n<ul>\n<li><strong>\u663e\u5f0f\u6784\u5efa<\/strong>\uff1a\u663e\u5f0f\u6784\u5efa\u662f\u6307\u57fa\u4e8e\u6570\u636e\u4e2d\u663e\u5f0f\u4e14\u9884\u5b9a\u4e49\u7684\u5173\u7cfb\u6784\u5efa\u56fe\u3002\u6b64\u65b9\u6cd5\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u4e2a\u9886\u57df\u3002\u4f8b\u5982\uff0c\u5206\u5b50\u56fe\u662f\u6839\u636e\u539f\u5b50\u4e4b\u95f4\u7684\u8fde\u63a5\u6784\u5efa\u7684\uff1b\u77e5\u8bc6\u56fe\u662f\u57fa\u4e8e\u5b9e\u4f53\u4e4b\u95f4\u7684\u663e\u5f0f\u5173\u7cfb\u5f62\u6210\u7684\uff1b\u5f15\u7528\u56fe\u662f\u901a\u8fc7\u5f15\u7528\u5173\u7cfb\u94fe\u63a5\u8bba\u6587\u6784\u5efa\u7684\uff1b\u63a8\u8350\u56fe\u5219\u6a21\u62df\u7528\u6237\u548c\u9879\u76ee\u4e4b\u95f4\u7684\u4ea4\u4e92\u3002<\/li>\n<li><strong>\u9690\u5f0f\u6784\u5efa<\/strong>\uff1a\u5f53\u8282\u70b9\u4e4b\u95f4\u6ca1\u6709\u663e\u5f0f\u5173\u7cfb\uff0c\u800c\u662f\u53ef\u4ee5\u63a8\u5bfc\u51fa\u9690\u5f0f\u8fde\u63a5\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u9690\u5f0f\u6784\u5efa\u3002\u4f8b\u5982\uff0c\u6587\u6863\u4e2d\u7684\u8bcd\u8bed\u5171\u73b0\u53ef\u4ee5\u6697\u793a\u5171\u4eab\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u800c\u8868\u683c\u6570\u636e\u4e2d\u7684\u7279\u5f81\u4ea4\u4e92\u53ef\u4ee5\u8868\u660e\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u3002\u56fe\u53ef\u4ee5\u663e\u5f0f\u5730\u6a21\u62df\u8fd9\u4e9b\u8fde\u63a5\uff0c\u8fd9\u53ef\u80fd\u5bf9\u4e0b\u6e38\u4efb\u52a1\u6709\u5229\u3002<\/li>\n<\/ul>\n<p>\u56fe\u6784\u5efa\u5b8c\u6210\u540e\uff0c\u8fd8\u6709\u51e0\u79cd\u65b9\u6cd5\u53ef\u4ee5\u6b63\u5f0f\u8868\u793a\u56fe\u3002<\/p>\n<ul>\n<li><strong>\u90bb\u63a5\u77e9\u9635<\/strong>\uff1a\u90bb\u63a5\u77e9\u9635\u662f\u8868\u793a\u56fe\u6700\u5e38\u7528\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002 \u5177\u4f53\u6765\u8bf4\uff0c\u90bb\u63a5\u77e9\u9635<span class=\"katex-eq\" data-katex-display=\"false\">A\\in\\mathbb{R}^{|v|\u00d7|v|}<\/span>\u8868\u793a<span class=\"katex-eq\" data-katex-display=\"false\">v<\/span>\u4e2d\u8282\u70b9\u4e4b\u95f4\u7684\u56fe\u8fde\u63a5\uff0c\u5176\u4e2d<span class=\"katex-eq\" data-katex-display=\"false\">|v|<\/span>\u662f\u8282\u70b9\u6570\u3002<\/li>\n<li><strong>\u8fb9\u5217\u8868<\/strong>\uff1a\u8fb9\u5217\u8868\u8868\u793a\u56fe\u4e2d\u7684\u6bcf\u6761\u8fb9\uff0c\u901a\u5e38\u4ee5\u5143\u7ec4\u6216\u4e09\u5143\u7ec4\u7684\u5f62\u5f0f\u51fa\u73b0\uff0c\u4f8b\u5982<span class=\"katex-eq\" data-katex-display=\"false\">(i,j)<\/span>\u6216<span class=\"katex-eq\" data-katex-display=\"false\">(i,r,j)<\/span>\uff0c\u5176\u4e2d<span class=\"katex-eq\" data-katex-display=\"false\">i<\/span>\u548c<span class=\"katex-eq\" data-katex-display=\"false\">j<\/span>\u662f\u8282\u70b9\uff0c<span class=\"katex-eq\" data-katex-display=\"false\">r<\/span>\u662f\u8282\u70b9<span class=\"katex-eq\" data-katex-display=\"false\">i<\/span>\u548c<span class=\"katex-eq\" data-katex-display=\"false\">j<\/span>\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/li>\n<li><strong>\u90bb\u63a5\u8868<\/strong>\uff1a\u90bb\u63a5\u8868\u662f\u4e00\u79cd\u4ee5\u8282\u70b9\u4e3a\u4e2d\u5fc3\u7684\u8868\u793a\u65b9\u6cd5\uff0c\u5176\u4e2d\u6bcf\u4e2a\u8282\u70b9\u90fd\u4e0e\u5176\u90bb\u5c45\u5217\u8868\u76f8\u5173\u8054\u3002\u5b83\u901a\u5e38\u8868\u793a\u4e3a\u4e00\u4e2a\u5b57\u5178<span class=\"katex-eq\" data-katex-display=\"false\">{i:\\mathcal{N}_i}<\/span>\uff0c\u5176\u4e2d<span class=\"katex-eq\" data-katex-display=\"false\">{\\mathcal{N}_i}<\/span>\u662f\u8282\u70b9<span class=\"katex-eq\" data-katex-display=\"false\">i<\/span>\u7684\u90bb\u5c45\u5217\u8868\u3002<\/li>\n<li><strong>\u8282\u70b9\u5e8f\u5217<\/strong>\uff1a\u8282\u70b9\u5e8f\u5217\u4ee5\u4e0d\u53ef\u9006\u6216\u53ef\u9006\u7684\u65b9\u5f0f\u5c06\u56fe\u8f6c\u6362\u4e3a\u8282\u70b9\u5e8f\u5217\u3002\u5927\u591a\u6570\u5e8f\u5217\u5316\u65b9\u6cd5\u662f\u4e0d\u53ef\u9006\u7684\uff0c\u4e0d\u5141\u8bb8\u5b8c\u5168\u6062\u590d\u539f\u59cb\u56fe\u7ed3\u6784\u3002\u4f8b\u5982\uff0c\u4e5f\u6709\u4e00\u4e9b\u53ef\u9006\u7684\u5e8f\u5217\u5316\u65b9\u6cd5\u53ef\u4ee5\u6062\u590d\u6574\u4e2a\u56fe\u7ed3\u6784\u3002\u4f8b\u5982\uff0cZhao\u7b49\u4eba\u63d0\u51fa\u901a\u8fc7\u9996\u5148\u5bf9\u56fe\u5e94\u7528\u6b27\u62c9\u5316\u6765\u4f7f\u7528\u6b27\u62c9\u8def\u5f84\u5e8f\u5217\u5316\u56fe\u3002\u6b64\u5916\uff0c\u5982\u679c\u56fe\u5efa\u7acb\u4e86\u6811\u72b6\u7ed3\u6784\uff0cBFS\/DFS\u4e5f\u53ef\u4ee5\u4ee5\u53ef\u9006\u7684\u65b9\u5f0f\u5e8f\u5217\u5316\u56fe\u3002<\/li>\n<li><strong>\u81ea\u7136\u8bed\u8a00<\/strong>\uff1a\u968f\u7740LLM\u5728\u5904\u7406\u57fa\u4e8e\u6587\u672c\u7684\u4fe1\u606f\u65b9\u9762\u8d8a\u6765\u8d8a\u6d41\u884c\uff0c\u5df2\u7ecf\u5f00\u53d1\u51fa\u5404\u79cd\u65b9\u6cd5\u6765\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u56fe\u3002<\/li>\n<\/ul>\n<p>\u8bf7\u6ce8\u610f\uff0c\u4e0a\u8ff0\u6570\u636e\u7ed3\u6784\u53ea\u80fd\u8868\u793a\u57fa\u672c\u7684\u56fe\uff0c\u4e0d\u652f\u6301\u591a\u5173\u7cfb\u8fb9\u6216\u8fb9\u5c5e\u6027\u7b49\u590d\u6742\u573a\u666f\u3002 \u4f8b\u5982\uff0c\u4f7f\u7528\u90bb\u63a5\u77e9\u9635\u8868\u793a\u591a\u5173\u7cfb\u5c5e\u6027\u56fe\u9700\u8981\u6269\u5c55\u7ed3\u6784\uff1a<span class=\"katex-eq\" data-katex-display=\"false\">A\\in\\mathbb{R}^{|v|\u00d7|v|\u00d7|\\mathcal{R}|}<\/span>\uff0c\u5176\u4e2d\\mathcal{R}\u8868\u793a\u53ef\u80fd\u7684\u5404\u79cd\u5173\u7cfb\u7684\u96c6\u5408\u3002 \u8fd9\u91cc\uff0c<span class=\"katex-eq\" data-katex-display=\"false\">A_{i,j,r}<\/span>\u8868\u793a\u5728\u5173\u7cfb<span class=\"katex-eq\" data-katex-display=\"false\">r<\/span>\u4e0b\u8fde\u63a5\u8282\u70b9<span class=\"katex-eq\" data-katex-display=\"false\">i<\/span>\u548c\u8282\u70b9<span class=\"katex-eq\" data-katex-display=\"false\">j<\/span>\u7684\u8fb9\u7684\u6743\u91cd\u3002<\/p>\n<p>\u9009\u62e9\u5408\u9002\u7684\u56fe\u8868\u793a\u5bf9\u4e8e\u7279\u5b9a\u4efb\u52a1\u7684\u9700\u6c42\u81f3\u5173\u91cd\u8981\u3002 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class=\"katex-eq\" data-katex-display=\"false\">V_{seed}<\/span>\u3002 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\u7ed9\u5b9a\u79cd\u5b50\u5b9e\u4f53\u96c6<span class=\"katex-eq\" data-katex-display=\"false\">V_{seed}<\/span>\uff0cYasunaga\u7b49\u4eba\uff0cZhang\u7b49\u4eba\u63d0\u53d6<span class=\"katex-eq\" data-katex-display=\"false\">V_{seed}<\/span>\u4e2d\u5b9e\u4f53\u4e4b\u95f4\u957f\u5ea6\u4e0d\u8d85\u8fc7\u4e8c\u7684\u6240\u6709\u8def\u5f84\uff0c\u5f97\u5230\u6700\u7ec8\u5b9e\u4f53\u96c6<span class=\"katex-eq\" data-katex-display=\"false\">V<\/span>\u3002\u4ed6\u4eec\u8fdb\u4e00\u6b65\u901a\u8fc7\u5305\u542b\u8fde\u63a5<span class=\"katex-eq\" data-katex-display=\"false\">V<\/span>\u4e2d\u4efb\u610f\u4e24\u4e2a\u5b9e\u4f53\u7684\u6240\u6709\u4e09\u5143\u7ec4\u6765\u6269\u5145<span class=\"katex-eq\" data-katex-display=\"false\">V<\/span>\u3002\u7ed9\u5b9a<span class=\"katex-eq\" data-katex-display=\"false\">V<\/span>\uff0c\u8bba\u6587\u90fd\u53ea\u4fdd\u7559\u6839\u636e\u76f8\u5173\u6027\u8bc4\u5206\u6392\u540d\u524d<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u7684\u5b9e\u4f53\u3002 \u8fd9\u662f\u901a\u8fc7\u8bad\u7ec3\u4e00\u4e2a\u5355\u72ec\u7684\u6a21\u578b\u8ba1\u7b97\u5f97\u51fa\u7684\uff0c\u8be5\u6a21\u578b\u4ee5\u67e5\u8be2\u548c\u5b9e\u4f53\u7684\u6587\u672c\u5d4c\u5165\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u8f93\u51fa\u5b9e\u4f53\u4e0e\u67e5\u8be2\u7684\u76f8\u5173\u6027\u7a0b\u5ea6\u3002\u5bf9\u4e8eYasunaga\u7b49\u4eba\uff0c\u5982\u679c<span class=\"katex-eq\" data-katex-display=\"false\">|V|&gt;200<\/span>\uff0c\u4ed6\u4eec\u4f1a\u968f\u673a\u62bd\u53d6200\u4e2a\u5b9e\u4f53\u3002 Sun\u7b49\u4eba\u4f7f\u7528\u4e00\u79cd\u675f\u641c\u7d22\u7684\u53d8\u4f53\u6765\u63a2\u7d22\u77e5\u8bc6\u56fe\u8c31\u3002 Jiang\u7b49\u4eba\uff0cFeng\u7b49\u4eba\u63d0\u53d6\u79cd\u5b50\u5b9e\u4f53\u4e4b\u95f4\u957f\u5ea6\u4e3a<span class=\"katex-eq\" data-katex-display=\"false\">k\u22642<\/span>\u7684\u6240\u6709\u8def\u5f84\u3002\u6b64\u5916\uff0cLARK\u68c0\u7d22\u6240\u6709\u4f4d\u4e8e\u4ece\u79cd\u5b50\u5b9e\u4f53\u5f00\u59cb\u957f\u5ea6\u4e3a<span class=\"katex-eq\" data-katex-display=\"false\">\u2264k<\/span>\u7684\u8def\u5f84\u4e0a\u7684\u4e8b\u5b9e\u3002Delile\u7b49\u4eba\u9996\u5148\u63d0\u53d6\u8fde\u63a5\u6240\u6709\u79cd\u5b50\u5b9e\u4f53\u7684\u6700\u77ed\u8def\u5f84\u3002\u4ed6\u4eec\u901a\u8fc7\u8003\u8651\u5176\u5173\u8054\u6587\u672c\u7684\u65b0\u8fd1\u6027\u3001\u91cd\u8981\u6027\u548c\u4e0e\u67e5\u8be2\u7684\u76f8\u5173\u6027\uff0c\u8fdb\u4e00\u6b65\u4f18\u5148\u8003\u8651\u67d0\u4e9b\u5b9e\u4f53\u3002OREOLM\u4ece\u79cd\u5b50\u5b9e\u4f53\u904d\u5386<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u8df3\uff0c\u901a\u8fc7\u53ef\u5b66\u4e60\u7684<span class=\"katex-eq\" data-katex-display=\"false\">d<\/span>\u7ef4\u5d4c\u5165\u53ca\u5176LM\u7f16\u7801\u8868\u793a\u6765\u8868\u8fbe\u6bcf\u79cd\u5173\u7cfb\u548c\u5b9e\u4f53\u5bf9\u8def\u5f84\u7684\u91cd\u8981\u6027\u3002Zhang\u7b49\u4eba\u5f15\u5165\u4e86\u4e00\u4e2a\u53ef\u8bad\u7ec3\u7684\u68c0\u7d22\u5668\uff0c\u8be5\u68c0\u7d22\u5668\u4ece\u6bcf\u4e2a\u79cd\u5b50\u5b9e\u4f53\u5f00\u59cb\u904d\u5386\u56fe\u3002\u4ed6\u4eec\u8fd8\u8bad\u7ec3\u4e86\u4e00\u4e2a\u6a21\u578b\u6765\u5bf9\u6bcf\u4e2a\u65b0\u8bbf\u95ee\u7684\u8fb9\u8fdb\u884c\u8bc4\u5206\uff0c\u53ea\u4fdd\u7559\u5176\u4e2d\u4e00\u90e8\u5206\u3002KG-RAG\u7684\u5de5\u4f5c\u65b9\u5f0f\u7c7b\u4f3c\uff0c\u901a\u8fc7\u5bc6\u96c6\u68c0\u7d22\u5668\u6839\u636e\u5176\u76f8\u5173\u6027\u548c\u4e0e\u67e5\u8be2\u7684\u76f8\u4f3c\u6027\u5bf9\u6bcf\u6761\u8fb9\u8fdb\u884c\u8bc4\u5206\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6765\u51b3\u5b9a\u4e0b\u4e00\u6b65\u63a2\u7d22\u54ea\u4e9b\u8def\u5f84\u3002RoG\u4f7f\u7528\u6307\u4ee4\u8c03\u4f18\u6765\u5fae\u8c03\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4ee5\u751f\u6210\u6709\u7528\u7684\u5173\u7cfb\u8def\u5f84\uff0c\u8fd9\u4e9b\u8def\u5f84\u53ef\u4ee5\u4ece\u77e5\u8bc6\u56fe\u8c31\u4e2d\u68c0\u7d22\u3002 KnowledgeNavigator\u9996\u5148\u4f7f\u7528\u67e5\u8be2\u6765\u9884\u6d4b\u5728\u68c0\u7d22\u9636\u6bb5\u6240\u9700\u7684\u9884\u671f\u8df3\u6570<span class=\"katex-eq\" data-katex-display=\"false\">h_{Q}<\/span>\u3002\u7136\u540e\uff0c\u5b83\u4ece\u79cd\u5b50\u5b9e\u4f53\u5f00\u59cb\u904d\u5386<span class=\"katex-eq\" data-katex-display=\"false\">h_{Q}<\/span>\u8df3\uff0c\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6765\u8bc4\u5206\u548c\u4fee\u526a\u4e0d\u76f8\u5173\u7684\u8282\u70b9\u3002Wu\u7b49\u4eba\u7684\u65b9\u6cd5\u4e0e\u6b64\u7c7b\u4f3c\uff1b\u7136\u800c\uff0c\u4ed6\u4eec\u9009\u62e9\u904d\u5386\u7684\u8def\u5f84\u5b8c\u5168\u57fa\u4e8e\u5173\u7cfb\u3002\u6b64\u5916\uff0c\u5728\u5bf9\u8def\u5f84\u8fdb\u884c\u8bc4\u5206\u65f6\uff0c\u8ba1\u7b97\u5206\u6570\u65f6\u4f1a\u8003\u8651\u8be5\u8def\u5f84\u4e0a\u6240\u6709\u5173\u7cfb\u3002RoK\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\uff0c\u4f7f\u7528\u4e2a\u6027\u5316ageRank(PPR) \u5206\u6570\u6765\u8bc6\u522b\u6709\u7528\u7684\u8def\u5f84\u3002 \u4ed6\u4eec\u901a\u8fc7\u5305\u542b\u79cd\u5b50\u5b9e\u4f53\u7684 1 \u8df3\u90bb\u5c45\u8fdb\u4e00\u6b65\u589e\u5f3a\u8fd9\u4e9b\u8def\u5f84\u3002 PullNet [379] \u5047\u8bbe\u6bcf\u4e2a\u5b9e\u4f53\u90fd\u6709\u4e00\u7ec4\u76f8\u5173\u7684\u6587\u6863\u3002 \u7ed9\u5b9a\u5355\u4e2a\u79cd\u5b50\u5b9e\u4f53\uff0cPullNet \u904d\u5386 k \u8df3\uff0c\u5176\u4e2d\u5728\u6bcf\u6b21\u8fed\u4ee3\u4e2d\u5b83\u90fd\u4f1a\u63d0\u53d6\u65b0\u89c2\u5bdf\u5230\u7684\u5b9e\u4f53\u7684\u4e8b\u5b9e\u3002 \u5b83\u8fd8\u4f1a\u63d0\u53d6\u5305\u542b\u5728\u4e0e\u904d\u5386\u4e2d\u53d1\u73b0\u7684\u5b9e\u4f53\u5173\u8054\u7684\u6587\u6863\u4e2d\u7684\u4efb\u4f55\u5b9e\u4f53\u3002 \u6b64\u5916\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u5b9e\u4f53\uff0c\u4ec5\u4f7f\u7528\u6392\u540d\u524d N \u7684\u4e8b\u5b9e\uff0c\u8fd9\u4e9b\u4e8b\u5b9e\u662f\u901a\u8fc7\u4e0e\u67e5\u8be2\u7684\u76f8\u4f3c\u6027\u8fdb\u884c\u6392\u5e8f\u7684\u3002 KG-R3 [311] \u4f7f\u7528 MINERVA [74]\uff08\u4e00\u79cd\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u7528\u4e8e\u6316\u6398\u5b9e\u4f53\u4e4b\u95f4\u7684\u8def\u5f84\uff09\u6765\u68c0\u7d22\u4e8b\u5b9e\u4e2d\u4e24\u4e2a\u5b9e\u4f53\u4e4b\u95f4\u7684\u4e00\u7ec4\u91cd\u8981\u8def\u5f84\u3002 Wang \u7b49\u4eba [427] \u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u4ece\u79cd\u5b50\u5b9e\u4f53\u5f00\u59cb\u904d\u5386\u56fe\u3002 \u5728\u904d\u5386\u7684\u6bcf\u6b21\u8fed\u4ee3\u4e2d\uff0c\u6211\u4eec\u901a\u8fc7\u63d0\u793a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6765\u9009\u62e9\u4e0b\u4e00\u4e2a\u8981\u8bbf\u95ee\u7684\u8282\u70b9\u3002 \u5177\u4f53\u6765\u8bf4\uff0c\u9274\u4e8e\u5728\u904d\u5386\u4e2d\u5df2\u7ecf\u6536\u96c6\u5230\u7684\u4fe1\u606f\uff0cLLM \u4f1a\u88ab\u63d0\u793a\u751f\u6210\u6b63\u786e\u56de\u7b54\u95ee\u9898\u6240\u9700\u7684\u5269\u4f59\u4fe1\u606f\u3002 \u6700\u7b26\u5408\u6240\u9700\u4fe1\u606f\u7684\u76f8\u90bb\u8282\u70b9\u5c06\u88ab\u9009\u4e3a\u4e0b\u4e00\u4e2a\u8981\u8bbf\u95ee\u7684\u8282\u70b9\u3002 \u4ed6\u4eec\u8fdb\u4e00\u6b65\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e86\u6307\u4ee4\u8c03\u4f18\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u5b50\u56fe\u7684\u68c0\u7d22\u5668<\/strong>\uff1a\u8fd9\u4e9b\u65b9\u6cd5\u63d0\u53d6\u6bcf\u4e2a\u79cd\u5b50\u5b9e\u4f53\u5468\u56f4\u5927\u5c0f\u4e3a<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u7684\u5b50\u56fe\u3002\u5305\u542b\u79cd\u5b50\u5b9e\u4f53\u4e4b\u4e00\u6216\u9644\u8fd1\u7684\u4e8b\u5b9e\u5e94\u8be5\u4e0e\u56de\u7b54\u95ee\u9898\u9ad8\u5ea6\u76f8\u5173\u3002\u6b64\u5916\uff0c\u5b83\u4eec\u5b9e\u9645\u4e0a\u53ef\u80fd\u5305\u542b\u7b54\u6848\u672c\u8eab\u3002\u6bcf\u4e2a\u90fd\u63d0\u53d6\u6bcf\u4e2a\u79cd\u5b50\u5b9e\u4f53\u5468\u56f4\u7684\u4e00\u8df3\u6216\u4e24\u8df3\u5b50\u56fe\u3002\u6700\u7ec8\u7684\u4e8b\u5b9e\u96c6\u662f\u6bcf\u4e2a\u5355\u72ec\u5b50\u56fe\u7684\u5e76\u96c6\u3002Gao\u7b49\u4eba\u63d0\u51fa\u9996\u5148\u4f7f\u7528Sun\u7b49\u4eba\u4e2d\u7684\u65b9\u6cd5\u63d0\u53d6\u5305\u542b\u79cd\u5b50\u5b9e\u4f53\u548c\u6f5c\u5728\u7b54\u6848\u7684\u5b50\u56fe\u3002 \u7136\u540e\u5c06\u5176\u5212\u5206\u4e3a\u4e00\u7ec4\u8f83\u5c0f\u7684\u5b50\u56fe\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u6846\u67b6\u6765\u5bf9\u5b50\u56fe\u8fdb\u884c\u6392\u5e8f\uff0c\u4fdd\u7559\u524d<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u4e2a\u5b50\u56fe\u7528\u4e8e\u751f\u6210\u3002\u5bf9\u4e8e\u4e00\u4e2a\u95ee\u9898-\u9009\u62e9\u5bf9\uff0cMVP-Tuning\u8003\u8651\u5305\u542b\u6700\u591a\u79cd\u5b50\u5b9e\u4f53\u548c\u9009\u62e9\u5b9e\u4f53\u7684\u4e09\u5143\u7ec4\u3002\u4ed6\u4eec\u901a\u8fc7\u4f7f\u7528BM25\u63d0\u53d6\u6570\u636e\u96c6\u4e2d\u524d<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u4e2a\u6700\u76f8\u4f3c\u7684\u95ee\u9898\uff0c\u5e76\u63d0\u53d6\u6bcf\u4e2a\u95ee\u9898\u7684\u4e09\u5143\u7ec4\u6765\u8fdb\u4e00\u6b65\u589e\u5f3a\u8fd9\u4e00\u70b9\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u89c4\u5219\u7684\u68c0\u7d22\u5668<\/strong>\uff1a\u8fd9\u4e9b\u65b9\u6cd5\u4f7f\u7528\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u6216\u6a21\u677f\u4ece\u56fe\u4e2d\u63d0\u53d6\u8def\u5f84\u3002GenTKG\u8003\u8651\u4e86\u4e00\u4e2a\u65f6\u95f4KG\uff0c\u5176\u4e2d\u4ed6\u4eec\u9996\u5148\u4eceKG\u4e2d\u63d0\u53d6\u903b\u8f91\u89c4\u5219\uff0c\u5e76\u4f7f\u7528\u524d<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u6761\u89c4\u5219\u5728\u7ed9\u5b9a\u7684\u65f6\u95f4\u95f4\u9694\u5185\u63d0\u53d6\u79cd\u5b50\u5b9e\u4f53\u7684\u8def\u5f84\u3002\u4e24\u8005\u90fd\u4f7f\u7528SPARQL\u751f\u6210\u67e5\u8be2\uff0c\u7136\u540e\u7528\u4e8e\u68c0\u7d22\u5bfc\u5165\u8def\u5f84\u3002KEQING\u4f7f\u7528\u901a\u8fc7LoRA\u5fae\u8c03\u7684LLM\u5c06\u539f\u59cb\u67e5\u8be2\u5206\u89e3\u4e3a<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u4e2a\u5b50\u67e5\u8be2\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u5b50\u67e5\u8be2\uff0c\u4ed6\u4eec\u627e\u5230\u6700\u76f8\u4f3c\u7684\u9884\u5b9a\u4e49\u95ee\u9898\u6a21\u677f\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u6a21\u677f\uff0c\u4ed6\u4eec\u8fdb\u4e00\u6b65\u9884\u5b9a\u4e49\u4e00\u7ec4\u903b\u8f91\u94fe\uff0c\u7136\u540e\u7528\u4e8e\u4eceKG\u4e2d\u63d0\u53d6\u5b50\u67e5\u8be2\u4e2d\u79cd\u5b50\u5b9e\u4f53\u7684\u5339\u914d\u8def\u5f84\u3002<\/li>\n<li><strong>\u57fa\u4e8eGNN\u7684\u68c0\u7d22\u5668<\/strong>\uff1aGNN-RAG\u8bad\u7ec3\u4e00\u4e2a\u7528\u4e8e\u68c0\u7d22\u4efb\u52a1\u7684GNN\u3002 \u5bf9\u4e8e\u6bcf\u4e2a\u67e5\u8be2<span class=\"katex-eq\" data-katex-display=\"false\">q<\/span>\uff0c\u90fd\u4f1a\u8fdb\u884c\u4e00\u8f6e\u5355\u72ec\u7684\u6d88\u606f\u4f20\u9012\uff0c\u8fd9\u4e0e\u5173\u7cfb\u548c\u5b9e\u4f53\u8868\u793a\u4e00\u8d77\u88ab\u7eb3\u5165\u6d88\u606f\u8ba1\u7b97\u4e2d\u3002\u7136\u540e\uff0c\u50cf\u8282\u70b9\u5206\u7c7b\u4efb\u52a1\u4e2d\u90a3\u6837\u8bad\u7ec3GNN\uff0c\u5176\u4e2d<span class=\"katex-eq\" data-katex-display=\"false\">q<\/span>\u7684\u6b63\u786e\u7b54\u6848\u5b9e\u4f53\u7684\u6807\u7b7e\u4e3a1\uff0c\u5426\u5219\u4e3a0\u3002 \u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u6982\u7387\u9ad8\u4e8e\u67d0\u4e2a\u9608\u503c\u7684\u5b9e\u4f53\u88ab\u89c6\u4e3a\u5019\u9009\u7b54\u6848\uff0c\u5e76\u63d0\u53d6\u4ece\u79cd\u5b50\u5b9e\u4f53\u5230\u5019\u9009\u7b54\u6848\u7684\u6700\u77ed\u8def\u5f84\u3002Liu\u7b49\u4eba\u4f7f\u7528\u6761\u4ef6GNN\u8fdb\u884c\u68c0\u7d22\uff0c\u5176\u4e2d\u5bf9\u4e8e\u6bcf\u4e2a\u67e5\u8be2\uff0c\u53ea\u6709\u79cd\u5b50\u5b9e\u4f53\uff08\u4ed6\u4eec\u5047\u8bbe\u53ea\u6709\u4e00\u4e2a\uff09\u57fa\u4e8eLLM\u7f16\u7801\u7684\u67e5\u8be2\u521d\u59cb\u5316\u4e3a\u975e\u96f6\u8868\u793a\u3002\u7136\u540e\u4ed6\u4eec\u8fd0\u884c<span class=\"katex-eq\" data-katex-display=\"false\">L<\/span>\u8f6e\u6d88\u606f\u4f20\u9012\uff0c\u5176\u4e2d\u5728\u6bcf\u4e00\u5c42<span class=\"katex-eq\" data-katex-display=\"false\">l<\/span>\u4e4b\u540e\uff0c\u53ea\u4fdd\u7559\u524d<span class=\"katex-eq\" data-katex-display=\"false\">K<\/span>\u6761\u65b0\u8fb9\uff0c\u4ece\u800c\u5f97\u5230\u4e00\u7ec4\u5b9e\u4f53<span class=\"katex-eq\" data-katex-display=\"false\">C^{l}_{q}<\/span>\u3002 \u8fd9\u7531\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u6ce8\u610f\u529b\u6743\u91cd\u51b3\u5b9a\uff0c\u8be5\u6743\u91cd\u4fee\u526a\u56fe\u4e2d\u7684\u5176\u4ed6\u8fb9\u3002\u6700\u7ec8\u7684\u5019\u9009\u5b9e\u4f53\u96c6\u662f\u6bcf\u4e00\u5c42<span class=\"katex-eq\" data-katex-display=\"false\">l<\/span>\uff0c<span class=\"katex-eq\" data-katex-display=\"false\">C_{q}=\\cup^{L}_{l=1}C^{l}_{q}<\/span>\u4e2d\u5019\u9009\u5b9e\u4f53\u7684\u5e76\u96c6\u3002\u5b83\u7684\u4f18\u5316\u65b9\u5f0f\u7c7b\u4f3c\u4e8e\u67d0\u8bba\u6587\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u5019\u9009\u5b9e\u4f53\uff0c\u4ed6\u4eec\u901a\u8fc7\u56de\u6eaf\u4ece\u5b9e\u4f53\u5230\u79cd\u5b50\u5b9e\u4f53\u6765\u68c0\u7d22\u8bc1\u636e\u94fe\uff0c\u9009\u62e9\u5177\u6709\u6700\u9ad8\u6ce8\u610f\u529b\u6743\u91cd\u7684\u90a3\u4e9b\u8fb9\u3002REANO\u901a\u8fc7\u6587\u672c\u4e2d\u8be5\u5b9e\u4f53\/\u5173\u7cfb\u6240\u6709\u63d0\u53ca\u7684\u5e73\u5747\u6c60\u5316\u8868\u793a\uff08\u7531T5\u7f16\u7801\uff09\u6765\u521d\u59cb\u5316\u5b9e\u4f53\u548c\u5173\u7cfb\u8868\u793a\u3002\u7136\u540e\u4ed6\u4eec\u8fd0\u884c\u4e00\u4e2aGNN\uff0c\u5176\u4e2d\u5305\u62ec\u4e00\u4e2a\u6ce8\u610f\u529b\u6743\u91cd\uff0c\u8be5\u6743\u91cd\u8003\u8651\u7ed9\u5b9a\u4e09\u5143\u7ec4\u4e0e\u539f\u59cb\u95ee\u9898\uff08\u4e5f\u7531T5\u7f16\u7801\uff09\u7684\u76f8\u5173\u6027\u3002\u8fd0\u884cGNN\u540e\uff0c\u4ed6\u4eec\u68c0\u7d22\u77e5\u8bc6\u56fe\u8c31\u4e2d\u4e0e\u95ee\u9898\u6700\u76f8\u5173\u7684top K\u4e2a\u4e09\u5143\u7ec4\uff0c\u5176\u4e2d\u76f8\u5173\u6027\u901a\u8fc7GNN\u7f16\u7801\u7684\u4e09\u5143\u7ec4\u4e0e\u95ee\u9898\u7684\u70b9\u79ef\u6765\u5b9a\u4e49\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u76f8\u4f3c\u6027\u7684\u68c0\u7d22\u5668<\/strong>\uff1aSTaRK\u8003\u8651\u67e5\u8be2\u4e0e\u6bcf\u4e2a\u5b9e\u4f53\u7684\u5411\u91cf\u76f8\u4f3c\u6027\u3002\u6bcf\u4e2a\u5b9e\u4f53\u90fd\u540c\u65f6\u5d4c\u5165\u6587\u672c\u548c\u5173\u7cfb\u4fe1\u606f\u3002\u4ed6\u4eec\u8fdb\u4e00\u6b65\u8003\u8651\u591a\u5411\u91cf\u76f8\u4f3c\u6027\uff0c\u5176\u4e2d\u5b9e\u4f53\u4f7f\u7528\u591a\u4e2a\u5411\u91cf\u8fdb\u884c\u7f16\u7801\u3002 \u8fd9\u662f\u901a\u8fc7\u5c06\u6bcf\u4e2a\u5b9e\u4f53\u7684\u6587\u672c\u548c\u5173\u7cfb\u4fe1\u606f\u8fdb\u884c\u5206\u5757\u6765\u5b9e\u73b0\u7684\uff0c\u6bcf\u4e2a\u5757\u90fd\u88ab\u5d4c\u5165\u5230\u5b83\u81ea\u5df1\u7684\u5411\u91cf\u4e2d\u3002REALM\u548cEMERGE\u90fd\u63d0\u53d6\u4e0e\u67e5\u8be2\u6700\u76f8\u4f3c\u7684\u5b9e\u4f53\u3002EALM\u4ec5\u68c0\u7d22\u5b9e\u4f53\u672c\u8eab\uff0c\u800cEMERGE\u8fdb\u4e00\u6b65\u68c0\u7d22\u6bcf\u4e2a\u5b9e\u4f53\u5468\u56f4\u76841\u8df3\u5b50\u56fe\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u5173\u7cfb\u7684\u68c0\u7d22\u5668<\/strong>\uff1aKim\u7b49\u4eba\u63d0\u51fa\u4e86\u4e00\u79cd\u4f7f\u7528LLM\u5728\u77e5\u8bc6\u56fe\u8c31\u4e0a\u8fdb\u884c\u63a8\u7406\u7684\u901a\u7528\u6846\u67b6\u3002\u4ed6\u4eec\u9996\u5148\u4f7f\u7528LLM\u5c06\u539f\u59cb\u67e5\u8be2\u5206\u5272\u6210\u4e00\u7ec4<span class=\"katex-eq\" data-katex-display=\"false\">i\\inI<\/span>\u5b50\u53e5\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5b50\u53e5<span class=\"katex-eq\" data-katex-display=\"false\">S_i<\/span>\u90fd\u4e0e\u4e00\u7ec4\u5b9e\u4f53<span class=\"katex-eq\" data-katex-display=\"false\">\\mathcal{E}_i<\/span>\u76f8\u5173\u8054\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u5b50\u53e5\uff0c\u4ed6\u4eec\u8fdb\u4e00\u6b65\u4f7f\u7528LLM\u68c0\u7d22\u524d<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u4e2a\u6700\u76f8\u5173\u7684\u5173\u7cfb<span class=\"katex-eq\" data-katex-display=\"false\">\\mathcal{R}_{i,k}<\/span>\u3002\u7ed9\u5b9a<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u5173\u7cfb\u96c6\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u5b50\u53e5\uff0c\u4ed6\u4eec\u68c0\u7d22\u6240\u6709\u5305\u542b<span class=\"katex-eq\" data-katex-display=\"false\">\\mathcal{R}_{i,k}<\/span>\u4e2d\u5173\u7cfb\u4e14\u5b9e\u4f53\u5728<span class=\"katex-eq\" data-katex-display=\"false\">\\cup_{i\\inI}S_i<\/span>\u4e2d\u7684\u4e09\u5143\u7ec4\u3002GenTKGQA\u4e13\u6ce8\u4e8e\u65f6\u95f4\u77e5\u8bc6\u56fe\u8c31\u95ee\u7b54\u3002\u4e0e\u67d0\u8bba\u6587\u4e00\u6837\uff0c\u5b83\u4eec\u68c0\u7d22\u67e5\u8be2\u7684top-k\u5173\u7cfb\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u68c0\u7d22\u5305\u542b\u524d<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u4e2a\u5173\u7cfb\u4e4b\u4e00\u5e76\u6ee1\u8db3\u65f6\u95f4\u7ea6\u675f\u7684\u6240\u6709\u4e8b\u5b9e\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u878d\u5408\u7684\u68c0\u7d22\u5668<\/strong>\uff1a\u8fd9\u4e9b\u6280\u672f\u8003\u8651\u4e86\u4e0d\u540c\u68c0\u7d22\u6280\u672f\u7684\u7ec4\u5408\u3002Mindmap\u8003\u8651\u4ece\u79cd\u5b50\u5b9e\u4f53\u63d0\u53d6\u4e00\u4e9b<span class=\"katex-eq\" data-katex-display=\"false\">\u2264k<\/span>\u8df3\u8def\u5f84\u4ee5\u53ca\u6bcf\u4e2a\u79cd\u5b50\u76841\u8df3\u5b50\u56fe\uff0c\u5e76\u5c06\u8fd9\u4e24\u4e2a\u63d0\u53d6\u7684\u7ec4\u4ef6\u7ec4\u5408\u6210\u4e00\u4e2a\u5b50\u56fe\u3002DALK\u4f7f\u7528\u4e0eMindmap\u7c7b\u4f3c\u7684\u8fc7\u7a0b\uff0c\u5176\u4e2d\u4ed6\u4eec\u63d0\u53d6\u8def\u5f84\u4ee5\u53ca\u6bcf\u4e2a\u79cd\u5b50\u5b9e\u4f53\u5468\u56f4\u76841\u8df3\u5b50\u56fe\u3002\u4f46\u662f\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u6b64\u8fc7\u7a0b\u901a\u5e38\u4f1a\u5bfc\u81f4\u68c0\u7d22\u5230\u5197\u4f59\u6216\u4e0d\u5fc5\u8981\u7684\u4fe1\u606f\u3002\u4e3a\u4e86\u53bb\u9664\u8fd9\u4e9b\u4e8b\u5b9e\uff0c\u4ed6\u4eec\u4f7f\u7528LLM\u6839\u636e\u539f\u59cb\u95ee\u9898\u548c\u5b50\u56fe\u5bf9\u68c0\u7d22\u5230\u7684\u4e8b\u5b9e\u8fdb\u884c\u6392\u5e8f\uff0c\u53ea\u4fdd\u7559\u524dk\u4e2a\u6700\u76f8\u5173\u7684\u7ed3\u679c\u3002UniOQA\u8003\u8651\u4e86\u4e24\u4e2a\u68c0\u7d22\u5206\u652f\uff1a\u7b2c\u4e00\u4e2a\u662f\u7ffb\u8bd1\u5668\uff0c\u5b83\u662f\u4e00\u4e2a\u7ecf\u8fc7\u5fae\u8c03\u7684\u5927\u8bed\u8a00\u6a21\u578b(LLM)\uff0c\u7528\u4e8e\u751f\u6210CQL\u683c\u5f0f\u7684\u7b54\u6848\uff1b\u7b2c\u4e8c\u4e2a\u662f\u641c\u7d22\u5668\uff0c\u5b83\u68c0\u7d22\u79cd\u5b50\u5b9e\u4f53\u5468\u56f4\u76841-hop\u5b50\u56fe\u3002\u5728\u786e\u5b9a\u7b54\u6848\u65f6\uff0c\u7ffb\u8bd1\u5668\u7684\u7b54\u6848\u4f18\u5148\u4e8e\u641c\u7d22\u5668\u7684\u7b54\u6848\u3002KG-Rank\u901a\u8fc7\u5173\u7cfb\u4e0e\u67e5\u8be2\u7684\u76f8\u4f3c\u6027\u3001\u6bcf\u4e2a\u4e09\u5143\u7ec4\u4e0e<span class=\"katex-eq\" data-katex-display=\"false\">a=LLM(q)<\/span>\u7f16\u7801\u8f93\u51fa\u7684\u76f8\u4f3c\u6027\u4ee5\u53ca\u4f7f\u7528\u76f8\u4f3c\u5ea6\u5206\u6570\u7684MMR\u6392\u540d\u6765\u8003\u8651\u5bf9\u79cd\u5b50\u5b9e\u4f53\u76841-hop\u90bb\u57df\u4e2d\u7684\u6240\u6709\u4e09\u5143\u7ec4\u8fdb\u884c\u6392\u540d\uff0c\u53ea\u4fdd\u7559\u6392\u540d\u9760\u524d\u7684\u4e09\u5143\u7ec4\u3002GrapeQA\u901a\u8fc7\u8fdb\u4e00\u6b65\u5305\u542b\u4e00\u7ec4\u201c\u989d\u5916\u8282\u70b9\u201d\u6765\u6269\u5c55\u3002\u8fd9\u4e9b\u8282\u70b9\u662f\u901a\u8fc7\u57fa\u4e8e\u8def\u5f84\u7684\u68c0\u7d22\u5668\u68c0\u7d22\u5230\u7684\u5b9e\u4f53\u7684\u516c\u5171\u90bb\u5c45\u3002\u4ed6\u4eec\u8fdb\u4e00\u6b65\u5f15\u5165\u4e86\u4e00\u79cd\u57fa\u4e8e\u805a\u7c7b\u7684\u65b9\u6cd5\u6765\u4fee\u526a\u53ef\u80fd\u4e0e\u67e5\u8be2\u65e0\u5173\u7684\u5b9e\u4f53\u3002SubgraphRAG\u540c\u65f6\u8003\u8651\u4e86GNN\u548c\u6587\u672c\u4fe1\u606f\u3002\u5bf9\u4e8eGNN\uff0c\u4ed6\u4eec\u8003\u8651\u4f7f\u7528\u72ec\u70ed\u7f16\u7801\u521d\u59cb\u5316\u8282\u70b9\u8868\u793a\uff0c\u4ee5\u533a\u5206\u79cd\u5b50\u5b9e\u4f53\u548c\u5176\u4ed6\u5b9e\u4f53\u3002\u7136\u540e\u8fd0\u884cGNN L\u5c42\uff0c\u4ece\u800c\u5f97\u5230\u8282\u70b9<span class=\"katex-eq\" data-katex-display=\"false\">v<\/span>\u7684\u6700\u7ec8\u8868\u793a<span class=\"katex-eq\" data-katex-display=\"false\">s_v<\/span>\u3002\u4e3a\u4e86\u68c0\u7d22\u76f8\u5173\u7684\u4e09\u5143\u7ec4\uff0c\u4ed6\u4eec\u9996\u5148\u8003\u8651\u8fde\u63a5\u6bcf\u4e2a\u4e09\u5143\u7ec4<span class=\"katex-eq\" data-katex-display=\"false\">(h,r,t)<\/span>\u7684\u6700\u7ec8\u8282\u70b9\u8868\u793a\uff0c\u4f7f\u5f97<span class=\"katex-eq\" data-katex-display=\"false\">z_{\\tau}=[s_h,s_t]<\/span>\u3002\u7136\u540e\uff0c\u9009\u62e9\u6b64\u4e09\u5143\u7ec4\u7684\u6982\u7387\u7531<span class=\"katex-eq\" data-katex-display=\"false\">p(h,r,t)=MLP(z_q,z_h,z_r,z_t,z_{\\tau})<\/span>\u7ed9\u51fa\uff0c\u5176\u4e2d<span class=\"katex-eq\" data-katex-display=\"false\">z_q,z_h,z_r,z_t<\/span>\u5206\u522b\u662f\u67e5\u8be2\u548c\u4e09\u5143\u7ec4<span class=\"katex-eq\" data-katex-display=\"false\">(h,r,t)<\/span>\u7684\u7f16\u7801\u6587\u672c\u8868\u793a\u3002 \u53ea\u9009\u62e9\u524d<span class=\"katex-eq\" data-katex-display=\"false\">K<\/span> \u4e2a\u4e09\u5143\u7ec4\u3002<\/li>\n<li><strong>\u57fa\u4e8eAgent\u7684\u68c0\u7d22\u5668<\/strong>\uff1a\u8fd9\u4e9b\u6280\u672f\u4f7f\u7528LLM\u4ee3\u7406\u4ece\u77e5\u8bc6\u56fe\u8c31(KG)\u4e2d\u68c0\u7d22\u4e8b\u5b9e\u3002KnowledGPT\u5b9a\u4e49\u4e86\u4e00\u7ec4\u7528\u4e8e\u5728\u77e5\u8bc6\u56fe\u8c31\u4e0a\u641c\u7d22\u7684\u5de5\u5177\u3002\u7ed9\u5b9a\u4e00\u4e2a\u67e5\u8be2\uff0c\u4ed6\u4eec\u4f1a\u751f\u6210\u4e00\u6bb5\u4ee3\u7801\u6765\u641c\u7d22\u77e5\u8bc6\u56fe\u8c31\uff0c\u5176\u4e2d\u8003\u8651\u4e86\u79cd\u5b50\u5b9e\u4f53\u3002\u7136\u540e\u5728\u77e5\u8bc6\u56fe\u8c31\u4e0a\u6267\u884c\u8fd9\u6bb5\u4ee3\u7801\u4ee5\u627e\u5230\u6b63\u786e\u7684\u7b54\u6848\u3002KG-Agent\u4e13\u6ce8\u4e8e\u5fae\u8c03\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u4ee5\u751f\u6210\u7528\u4e8e\u68c0\u7d22\u6b63\u786e\u7b54\u6848\u7684SQL\u4ee3\u7801\u3002\u4ed6\u4eec\u4f7f\u7528\u4e00\u7ec4\u5de5\u5177\u63d0\u53d6\u5305\u542b\u79cd\u5b50\u5b9e\u4f53\u7684\u4e00\u7ec4\u8def\u5f84\u3002KnowAgent\u9996\u5148\u901a\u8fc7\u89c4\u5212\u6a21\u5757\u8bc6\u522b\u67e5\u8be2\u7684\u76f8\u5173\u64cd\u4f5c\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u4f7f\u7528\u8fd9\u4e9b\u64cd\u4f5c\u751f\u6210\u4e00\u7ec4\u7528\u4e8e\u751f\u6210\u7684\u8def\u5f84\u3002<\/li>\n<li><strong>\u5176\u4ed6\u68c0\u7d22\u5668<\/strong>\uff1aKICGPT\u5173\u6ce8\u77e5\u8bc6\u56fe\u8c31\u8865\u5168\u7684\u4efb\u52a1\uff0c\u5176\u4e2d\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u90e8\u5206\u4e8b\u5b9e<span class=\"katex-eq\" data-katex-display=\"false\">(h,r,*)<\/span>\uff0c\u6211\u4eec\u60f3\u8981\u9884\u6d4b\u6b63\u786e\u7684\u5b9e\u4f53<span class=\"katex-eq\" data-katex-display=\"false\">\\hat{e}<\/span>\u3002 KICGPT\u9996\u5148\u4f7f\u7528\u4f20\u7edf\u7684KG\u5d4c\u5165\u8bc4\u5206\u51fd\u6570\u5bf9\u6240\u6709\u53ef\u80fd\u7684\u5b9e\u4f53\u8fdb\u884c\u8bc4\u5206\uff0c\u4ece\u800c\u68c0\u7d22\u8fd9\u4e9b\u5b9e\u4f53\u3002 \u4e5f\u5c31\u662f\u8bf4\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u8bc4\u5206\u51fd\u6570<span class=\"katex-eq\" data-katex-display=\"false\">f(\u00b7)<\/span>\u548c\u4e00\u4e2a\u90e8\u5206\u4e8b\u5b9e<span class=\"katex-eq\" data-katex-display=\"false\">(h,r,*)<\/span>\uff0c\u4ed6\u4eec\u8ba1\u7b97\u4e00\u7ec4\u5206\u6570<span class=\"katex-eq\" data-katex-display=\"false\">{f(h,r,e)\u2200e\\inV}<\/span>\u3002\u4ed6\u4eec\u4f7f\u7528RotatE\u4f5c\u4e3a\u51fd\u6570<span class=\"katex-eq\" data-katex-display=\"false\">f(\u00b7)<\/span>\uff0c\u8fd9\u662f\u4e00\u79cd\u6d41\u884c\u7684\u65b9\u6cd5\u3002 \u4ec5\u68c0\u7d22\u5f97\u5206\u6700\u9ad8\u7684<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u4e2a\u5b9e\u4f53\u3002\u4e3a\u4e86\u8865\u5145\u4ed6\u4eec\u7684\u77e5\u8bc6\uff0c\u4ed6\u4eec\u8fd8\u68c0\u7d22\u6240\u6709\u5177\u6709\u4ee5\u4e0b\u7279\u5f81\u7684\u4e09\u5143\u7ec4\uff1a\uff08a\uff09\u4e0e\u67e5\u8be2\u5177\u6709\u76f8\u540c\u7684\u5173\u8054\uff1b\uff08b\uff09\u5305\u542b\u67e5\u8be2\u4e2d\u5b9e\u4f53<span class=\"katex-eq\" data-katex-display=\"false\">h<\/span>\u7684\u6240\u6709\u4e09\u5143\u7ec4\u3002\u8fd9\u4e9b\u5206\u522b\u88ab\u79f0\u4e3a\u7c7b\u4f3c\u4e09\u5143\u7ec4\u6c60\u548c\u8865\u5145\u4e09\u5143\u7ec4\u6c60\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>\u7ec4\u7ec7\u8005<\/h4>\n<p>\u672c\u5c0f\u8282\u63cf\u8ff0\u4e86\u5982\u4f55\u7ec4\u7ec7\u68c0\u7d22\u5230\u7684\u77e5\u8bc6\u4ee5\u8fdb\u884c\u751f\u6210\u3002\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u8fd9\u662f\u5728\u63d0\u4f9b\u7ed9\u751f\u6210\u5668\u65f6\u4fe1\u606f\u7684\u683c\u5f0f\u3002\u8bf7\u6ce8\u610f\uff0c\u5e76\u975e\u6bcf\u79cd\u65b9\u6cd5\u90fd\u4e00\u5b9a\u6709\u660e\u786e\u7684\u7ec4\u7ec7\u8005\u3002\u8bba\u6587\u603b\u7ed3\u4ee5\u4e0b\u5e38\u7528\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u4e8e\u5143\u7ec4\u7684\u7ec4\u7ec7\u8005<\/strong>\uff1a\u8fd9\u4e9b\u65b9\u6cd5\u5c06\u6bcf\u6761\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u89c6\u4e3a\u4e00\u4e2a\u6709\u5e8f\u4e09\u5143\u7ec4\u3002\u4f8b\u5982\uff0c\u5b83\u4f1a\u5728\u751f\u6210\u63d0\u793a\u4e2d\u5305\u542b\u4e00\u4e2a\u4e09\u5143\u7ec4\uff0c\u4f8b\u5982\u201c(entity1,relation1,entity2)\u201d\u3002\u540c\u6837\uff0c\u957f\u5ea6\u4e3a<span class=\"katex-eq\" data-katex-display=\"false\">m<\/span>\u7684\u8def\u5f84\u7531\u201c(entity1,relation1,entity2,relation\u20622,\u22ef,entity <span class=\"katex-eq\" data-katex-display=\"false\">m<\/span>)\u201d\u7ed9\u51fa\u3002\u5b9e\u4f53\u548c\u5173\u7cfb\u901a\u5e38\u4ee5\u5176\u540d\u79f0\u6216ID\u8868\u793a\u3002\u6bcf\u4e2a\u4e09\u5143\u7ec4\u6216\u8def\u5f84\u901a\u5e38\u5355\u72ec\u5217\u5728\u4e00\u884c\u3002\u8bb8\u591a\u5de5\u4f5c\u5c06\u68c0\u7d22\u5230\u7684\u8def\u5f84\u9644\u52a0\u5230\u539f\u59cb\u67e5\u8be2\u4e2d\u4f5c\u4e3a\u9644\u52a0\u4e0a\u4e0b\u6587\u3002\u5176\u4ed6\u68c0\u7d22\u4e8b\u5b9e\u800c\u4e0d\u662f\u8def\u5f84\u7684\u5de5\u4f5c\u4ee5\u7c7b\u4f3c\u7684\u65b9\u5f0f\u8fd0\u884c\uff0c\u5176\u4e2d\u5b83\u4eec\u9644\u52a0\u4e09\u5143\u7ec4\u3002 \u4e00\u4e9b\u65b9\u6cd5\u4ec5\u8003\u8651\u5c06\u68c0\u7d22\u5230\u7684\u5b9e\u4f53\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u3002\u7ed9\u5b9a\u4e00\u7ec4\u4e8b\u5b9e\uff0cKG-R3\u9996\u5148\u5217\u51fa\u6240\u6709\u5b9e\u4f53\uff0c\u7136\u540e\u5217\u51fa\u5173\u7cfb\uff0c\u5373\u201c(entity1,entity\u20622,\u22ef,entity<span class=\"katex-eq\" data-katex-display=\"false\">m<\/span>,\u2026,relation\u20621,\u22ef,relation <span class=\"katex-eq\" data-katex-display=\"false\">m-1<\/span>)\u201d\u3002Delile\u7b49\u4eba\u8003\u8651\u4e86\u4e00\u4e2a\u77e5\u8bc6\u56fe\u8c31\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5b9e\u4f53\u90fd\u6709\u4e00\u4e2a\u76f8\u5173\u7684\u6587\u672c\u5757\u3002\u6bcf\u4e2a\u5b9e\u4f53\u7684\u6587\u672c\u5757\u90fd\u88ab\u89c6\u4e3a\u8981\u5305\u542b\u5728\u4e0a\u4e0b\u6587\u4e2d\u7684\u4e0d\u540c\u4fe1\u606f\u3002\u4e24\u8005\u90fd\u5c06\u6bcf\u4e2a\u5b9e\u4f53\u548c\u5173\u7cfb\u8868\u793a\u4e3a\u5d4c\u5165\uff0c\u5b83\u662fLLM\u548cGNN\u5d4c\u5165\u7684\u7ec4\u5408\u3002Liu\u7b49\u4eba\u8fdb\u4e00\u6b65\u5305\u542b\u4e86GNN\u6a21\u578b\u7ed9\u51fa\u7684\u6bcf\u6761\u8def\u5f84\u5305\u542b\u6b63\u786e\u7b54\u6848\u7684\u6982\u7387\u3002MVP-Tuning\u8003\u8651\u7ec4\u5408\u5177\u6709\u76f8\u540c\u4e3b\u4f53\u548c\u5173\u7cfb\u7684\u591a\u4e2a\u4e8b\u5b9e\u4ee5\u53bb\u9664\u5197\u4f59\u4fe1\u606f\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u5b9e\u4f53-\u5173\u7cfb\u5bf9(subject,relation)\uff0c\u4ed6\u4eec\u5c06<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u4e2a\u53ef\u80fd\u5bf9\u8c61\u7684\u8bba\u636e\u8868\u793a\u4e3a\u201csubject relation {object1,\u22ef,object<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>}\u201d\u3002KG-Agent\u5c06\u5f53\u524d\u7684\u77e5\u8bc6\u56fe\u8c31\u4fe1\u606f\u548c\u5386\u53f2\u63a8\u7406\u7a0b\u5e8f\u5b58\u50a8\u5728\u5217\u8868\u4e2d\u3002<\/li>\n<li><strong>\u6587\u672c\u7ec4\u7ec7\u5668<\/strong>: Wu\u7b49\u4eba\u901a\u8fc7\u5c06\u6bcf\u4e2a\u4e09\u5143\u7ec4\u4f20\u9012\u7ed9\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u5e76\u63d0\u793a\u5176\u5c06\u5176\u8f6c\u6362\u4e3a\u6587\u672c\u8868\u793a\u6765\u5bf9\u68c0\u7d22\u5230\u7684\u5b50\u56fe\u8fdb\u884c\u63cf\u8ff0\u3002MindMap Wen\u7b49\u4eba\u5bf9\u5b50\u56fe\u4f7f\u7528\u4e86\u7c7b\u4f3c\u7684\u8fc7\u7a0b\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5b50\u56fe\u5728\u4f20\u9012\u7ed9LLM\u4e4b\u524d\u90fd\u88ab\u7ec4\u7ec7\u6210\u4e00\u6761\u8def\u5f84\u3002\u4e00\u4e9b\u65b9\u6cd5\u4f7f\u7528\u4e00\u7ec4\u9884\u5b9a\u4e49\u7684\u6a21\u677f\u6765\u63cf\u8ff0\u4e09\u5143\u7ec4\u6216\u8def\u5f84\u3002Wang\u7b49\u4eba\u5c1d\u8bd5\u901a\u8fc7LLM\u6216\u9884\u5b9a\u4e49\u7684\u95ee\u9898\u6a21\u677f\u8fdb\u884c\u63cf\u8ff0\uff0c\u53d1\u73b0\u57fa\u4e8eLLM\u7684\u63cf\u8ff0\u5bf9\u4e8eChatGPT\u6548\u679c\u66f4\u597d\uff0c\u800c\u57fa\u4e8e\u6a21\u677f\u7684\u63cf\u8ff0\u5bf9\u4e8eLLaMA\u6548\u679c\u66f4\u597d \u3002KICGPT\u4f7f\u7528\u6570\u636e\u9884\u5904\u7406\u548cLLM\u63d0\u793a\u7684\u7ec4\u5408\u5c06\u4e09\u5143\u7ec4\u8f6c\u6362\u4e3a\u6587\u672c\u3002StaRK\u4f7f\u7528LLM\u6765\u5408\u6210\u6bcf\u4e2a\u5b9e\u4f53\u53ca\u5176\u5173\u7cfb\u548c\u6587\u672c\u4fe1\u606f\u3002\u6ce8\u610f\uff0c\u4ed6\u4eec\u4f7f\u7528\u4e00\u4e9b\u53d6\u51b3\u4e8e\u7279\u5b9a\u4efb\u52a1\u7684\u9884\u5b9a\u4e49\u6a21\u677f\u3002CoTKR\u4f7f\u7528LLM\u6765\u603b\u7ed3\u7136\u540e\u901a\u8fc7\u201c\u77e5\u8bc6\u91cd\u5199\u5668\uff08knowledge rewriter\uff09\u201d\u91cd\u5199\u95ee\u9898\u7684\u5b50\u56fe\u4e8b\u5b9e\u3002\u4e3a\u4e86\u8bad\u7ec3\u91cd\u5199\u5668\uff0c\u4f7f\u7528\u4e86\u504f\u597d\u5bf9\u9f50\uff08preference alignment\uff09\uff0c\u5b83\u4f18\u5316\u4e86\u91cd\u5199\u5668\u7684\u8f93\u51fa\u4ee5\u5339\u914d\u6211\u4eec\u9996\u9009\u7684\u8f93\u51fa\u3002 \u9996\u5148\uff0c<span class=\"katex-eq\" 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data-katex-display=\"false\">k<\/span>\u4e2a\u5b9e\u4f53\u3002KICGPT\u4f7f\u7528\u4e0a\u4e0b\u6587\u5b66\u4e60\u91cd\u65b0\u6392\u5e8f\u5b9e\u4f53\uff0c\u5176\u4e2d\u4ed6\u4eec\u63d0\u793a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4f7f\u7528\u6765\u81ea\u7c7b\u6bd4\u548c\u8865\u5145\u6c60\u7684\u793a\u4f8b\u4f5c\u4e3a\u5148\u9a8c\u77e5\u8bc6\uff0c\u4ee5\u5e2e\u52a9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5982\u4f55\u91cd\u65b0\u6392\u5e8f\u5b9e\u4f53\u3002\u5176\u4e2d\uff0c\u4ed6\u4eec\u4f7f\u7528\u6765\u81ea\u7c7b\u6bd4\u548c\u8865\u5145\u6c60\u7684\u4f8b\u5b50\u4f5c\u4e3a\u5148\u9a8c\u77e5\u8bc6\u6765\u8f85\u52a9LLM\u5bf9\u5b9e\u4f53\u8fdb\u884c\u91cd\u65b0\u6392\u5e8f\u3002<\/li>\n<\/ul>\n<h4>\u751f\u6210\u5668<\/h4>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u63cf\u8ff0\u5982\u4f55\u4f7f\u7528\u68c0\u7d22\u548c\u7ec4\u7ec7\u7684\u6570\u636e\u6765\u751f\u6210\u5bf9\u67e5\u8be2\u7684\u6700\u7ec8\u54cd\u5e94\u3002\u6211\u4eec\u6839\u636e\u7528\u4e8e\u521b\u5efa\u8fd9\u4e9b\u54cd\u5e94\u7684\u65b9\u6cd5\u7c7b\u578b\u5bf9\u8fd9\u4e9b\u751f\u6210\u5668\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<ul>\n<li><strong>\u57fa\u4e8eLLM\u7684\u751f\u6210\u5668<\/strong>\uff1a\u7edd\u5927\u591a\u6570\u8bba\u6587\u90fd\u4f7f\u7528LLM\u6765\u751f\u6210\u54cd\u5e94\u3002LLM\u7684\u8f93\u5165\u662f\u539f\u59cb\u67e5\u8be2\u4ee5\u53ca\u68c0\u7d22\u548c\u7ec4\u7ec7\u7684\u4e0a\u4e0b\u6587\uff0c\u4f7f\u7528\u7279\u5b9a\u7684\u6a21\u677f\u8fdb\u884c\u683c\u5f0f\u5316\u3002\u6700\u5e38\u7528\u7684LLM\u5305\u62ecChatGPT\u3001Gemini\u3001Mistral\u3001Gemma\u7b49\u3002\u5bf9\u4e8e\u6743\u91cd\u516c\u5f00\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u6709\u65f6\u4f1a\u4f7f\u7528\u5fae\u8c03\u6765\u4fee\u6539\u7279\u5b9a\u4efb\u52a1\u7684\u6743\u91cd\u3002\u8fd9\u901a\u5e38\u662f\u901a\u8fc7LoRA\u5b8c\u6210\u7684\uff0c\u5b83\u5141\u8bb8\u8fdb\u884c\u9ad8\u6548\u7684\u5fae\u8c03\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u751f\u6210\u5668<\/strong>\uff1a\u4e00\u4e9b\u65b9\u6cd5\u4f7f\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u6765\u8fdb\u884c\u751f\u6210\u3002Yasunaga\u7b49\u4eba\uff0cTaunk\u7b49\u4eba\uff0cFeng\u7b49\u4eba\u63d0\u53d6\u6bcf\u4e2a\u6f5c\u5728\u7b54\u6848\uff08\u5373\u5b9e\u4f53\uff09\u5728\u67e5\u8be2\u6761\u4ef6\u4e0b\u7684\u8bed\u8a00\u548cGNN\u5d4c\u5165\u3002\u7136\u540e\uff0c\u57fa\u4e8e\u4e24\u79cd\u5d4c\u5165\u7684\u878d\u5408\u6765\u5b66\u4e60\u5355\u4e2a\u5b9e\u4f53\u4f5c\u4e3a\u7b54\u6848\u7684\u6982\u7387\u3002<\/li>\n<li><strong>\u5176\u4ed6\u751f\u6210\u5668<\/strong>\uff1aZhang\u7b49\u4eba\uff0cYasunaga\u7b49\u4eba\uff0cHu\u7b49\u4eba\u5c06\u9884\u6d4b\u516c\u5f0f\u5316\u4e3a\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\uff08MLM\uff09\u95ee\u9898\u3002\u76ee\u6807\u662f\u9884\u6d4b\u56de\u7b54\u67e5\u8be2\u7684\u63a9\u7801\u7b26\u5143\uff08\u5373\u5b9e\u4f53\uff09\u7684\u6b63\u786e\u503c\u3002\u4e3a\u6b64\uff0c\u4ed6\u4eec\u5fae\u8c03\u4e86RoBERTa\u8bed\u8a00\u6a21\u578b\u3002KG-R3\u901a\u8fc7\u5bf9\u67e5\u8be2\u548c\u6bcf\u4e2a\u5355\u72ec\u5b9e\u4f53\u7684\u8868\u793a\u8fdb\u884c\u4ea4\u53c9\u6ce8\u610f\u529b\u6765\u5bf9\u6f5c\u5728\u7b54\u6848\u5b9e\u4f53\u8fdb\u884c\u8bc4\u5206\u3002PullNet\u4f7f\u7528GraftNet\u6765\u5bf9\u4e0d\u540c\u7684\u5b9e\u4f53\u8fdb\u884c\u8bc4\u5206\u3002Gao\u7b49\u4eba\u9996\u5148\u901a\u8fc7\u8ba1\u7b97\u67e5\u8be2\u548c\u5b50\u56fe\u8868\u793a\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u6765\u9009\u62e9\u6b63\u786e\u7684\u5b50\u56fe\u3002\u5bf9\u4e8e\u76f8\u4f3c\u5ea6\u6700\u9ad8\u7684\u5b50\u56fe\uff0c\u5c06\u5176\u9988\u9001\u5230GraftNet\u4ee5\u9009\u62e9\u6700\u53ef\u80fd\u7684\u5b9e\u4f53\u3002REANO\u5c06\u7f16\u7801\u7684\u4e09\u5143\u7ec4\u53ca\u5176\u76f8\u5173\u7684\u6587\u672c\u7247\u6bb5\u4f20\u9012\u7ed9T5\u89e3\u7801\u5668\u3002\u8be5\u4efb\u52a1\u88ab\u6784\u5efa\u4e3a\u4e00\u4e2a\u5206\u7c7b\u95ee\u9898\uff0c\u76ee\u6807\u662f\u4e3a\u5177\u6709\u6b63\u786e\u7b54\u6848\u7684\u4e09\u5143\u7ec4\u5206\u914d\u6700\u9ad8\u7684\u6982\u7387\u3002<\/li>\n<\/ul>\n<h4>\u8d44\u6e90\u548c\u5de5\u5177<\/h4>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5217\u51fa\u4e86\u56feRAG\u7cfb\u7edf\u4e2d\u5e38\u7528\u7684\u5de5\u5177\u548c\u77e5\u8bc6\u56fe\u8c31\u3002 \u5bf9\u4e8e\u6bcf\u4e00\u4e2a\uff0c\u6211\u4eec\u90fd\u4f1a\u7ed9\u51fa\u7b80\u77ed\u7684\u63cf\u8ff0\u548c\u9879\u76ee\u94fe\u63a5\u3002<\/p>\n<h5>\u6570\u636e\u8d44\u6e90<\/h5>\n<ul>\n<li>Freebase\u662f\u4e00\u4e2a\u5305\u542b\u5927\u91cf\u4e00\u822c\u6027\u548c\u57fa\u672c\u4e8b\u5b9e\u7684\u767e\u79d1\u5168\u4e66\u5f0f\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff09\u3002<\/li>\n<li>ConceptNet\u662f\u4e00\u4e2a\u8bed\u4e49\u56fe\uff0c\u5176\u4e2d\u56fe\u4e2d\u7684\u94fe\u63a5\u7528\u4e8e\u63cf\u8ff0\u4e0d\u540c\u5355\u8bcd\u6216\u6982\u5ff5\u7684\u542b\u4e49\u3002<\/li>\n<li>WikiData\u662f\u4e00\u4e2a\u4f17\u5305\u77e5\u8bc6\u5e93\uff0c\u5145\u5f53\u7ef4\u57fa\u767e\u79d1\u767e\u79d1\u5168\u4e66\u7684\u7ed3\u6784\u5316\u7c7b\u4f3c\u7269\u3002<\/li>\n<\/ul>\n<h5>\u5de5\u5177<\/h5>\n<ul>\n<li>Graph RAG\u662fGraph RAG\u6846\u67b6\u7684\u5b98\u65b9\u5f00\u6e90\u5b9e\u73b0\u3002\u5b83\u53ef\u4ee5\u901a\u8fc7graphrag python\u5305\u8fdb\u4e00\u6b65\u5b89\u88c5\u3002<\/li>\n<li>LangChain\u662f\u4e00\u4e2a\u7528\u4e8e\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e0e\u5404\u79cd\u7ec4\u4ef6\u548c\u5e94\u7528\u7a0b\u5e8f\uff08\u5305\u62ecRAG\uff09\u4e00\u8d77\u4f7f\u7528\u7684\u5f00\u6e90\u6846\u67b6\uff0c\u5176\u4e2d\u5728KG\u4e0a\u4f7f\u7528RAG\u662f\u6709\u5e2e\u52a9\u7684\u3002<\/li>\n<\/ul>\n<h3>\u6587\u6863\u56fe<\/h3>\n<p>\u6587\u6863\u56fe\u901a\u5e38\u5bf9\u4e0d\u540c\u6587\u6863\u6216\u4e0d\u540c\u7c92\u5ea6\u7684\u6587\u6863\u4e4b\u95f4\u7684\u8fde\u63a5\u8fdb\u884c\u5efa\u6a21\u3002\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u8fd9\u79cd\u73b0\u8c61\u5f88\u5e38\u89c1\uff0c\u4f8b\u5982\u8fde\u63a5\u4e0d\u540c\u7f51\u7ad9\u7684\u8d85\u94fe\u63a5\u4ee5\u53ca\u5c06\u4e00\u7bc7\u8bba\u6587\u94fe\u63a5\u5230\u53e6\u4e00\u7bc7\u8bba\u6587\u7684\u5f15\u7528\u3002\u6b64\u5916\uff0c\u6587\u6863\u56fe\u4e2d\u53e5\u5b50\u548c\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\u53ef\u4ee5\u660e\u786e\u5730\u6355\u6349\u8bed\u4e49\u548c\u53e5\u6cd5\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u6587\u6863\u4e2d\u7684\u7ed3\u6784\u4fe1\u606f\u53ef\u4ee5\u4f5c\u4e3aGraphRAG\u7684\u5b9d\u8d35\u8d44\u6e90\uff0c\u5e2e\u52a9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5b8c\u6210\u5404\u79cd\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728RAG\u7684\u68c0\u7d22\u8fc7\u7a0b\u4e2d\uff0c\u5305\u542b\u7b54\u6848\u7684\u6587\u6863\u53ef\u80fd\u4e0e\u95ee\u9898\u4e4b\u95f4\u7684\u8054\u7cfb\u4e0d\u592a\u660e\u663e\uff0c\u4f8b\u5982\u5728\u591a\u8df3\u95ee\u7b54\u4e2d\u3002\u4f46\u662f\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5b83\u4eec\u4e0e\u5176\u4ed6\u6587\u6863\uff08\u5176\u4e0a\u4e0b\u6587\u4e0e\u95ee\u9898\u7684\u4e0a\u4e0b\u6587\u9ad8\u5ea6\u4e00\u81f4\uff09\u7684\u8fde\u63a5\u6765\u8bc6\u522b\u8fd9\u4e9b\u76f8\u5173\u6587\u6863\u3002\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u7cfb\u7edf\u5730\u56de\u987e\u6587\u6863\u56fe\u3002<\/p>\n<h4>\u5e94\u7528\u4efb\u52a1<\/h4>\n<p>\u6587\u6863\u56fe\u8c31\u6709\u5229\u4e8e\u8fdb\u884c\u901a\u7528\u7684\u4efb\u52a1\u3002\u5728\u672c\u5c0f\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u56de\u987e\u6587\u6863\u56fe\u8c31\u53ef\u4ee5\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u7684\u4efb\u52a1\u3002\u5c3d\u7ba1\u6587\u6863\u56fe\u8c31\u5c1a\u672a\u5b8c\u5168\u96c6\u6210\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u4e2d\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u4e3a\u589e\u5f3aLLM\u5728\u5404\u79cd\u5e94\u7528\u4e2d\u7684\u80fd\u529b\u63d0\u4f9b\u4e86\u5de8\u5927\u7684\u6f5c\u529b\u3002<\/p>\n<ul>\n<li><strong>\u591a\u6587\u6863\u6458\u8981(MDS)<\/strong>\uff1a\u591a\u6587\u6863\u6458\u8981\u65e8\u5728\u5c06\u591a\u4e2a\u6587\u6863\u7684\u5185\u5bb9\u6d53\u7f29\u6210\u4e00\u4e2a\u8fde\u8d2f\u7684\u6458\u8981\u3002\u603b\u7ed3\u6574\u4e2a\u8bed\u6599\u5e93\u53ef\u80fd\u6d89\u53ca\u5927\u91cf\u7684\u6587\u672c\uff0c\u901a\u5e38\u8d85\u8fc7LLM\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\u3002\u6587\u6863\u56fe\u8c31\u53ef\u4ee5\u901a\u8fc7\u63d0\u53d6\u5173\u952e\u7ec4\u4ef6\u53ca\u5176\u5173\u7cfb\u6765\u5e2e\u52a9\u538b\u7f29\u8bed\u6599\u5e93\uff0c\u8fd9\u5bf9\u4e8eMDS\u975e\u5e38\u6709\u76ca\u3002 \u8fd9\u4e9b\u56fe\u8c31\u8fd8\u901a\u8fc7\u5206\u5c42\u805a\u7c7b\u4e3a\u6458\u8981\u63d0\u4f9b\u4e86\u4e0d\u540c\u7c92\u5ea6\u7684\u4fe1\u606f\u3002<\/li>\n<li><strong>\u6587\u672c\u751f\u6210<\/strong>\uff1a\u6587\u672c\u751f\u6210\u4e13\u6ce8\u4e8e\u751f\u6210\u8fde\u8d2f\u4e14\u6709\u610f\u4e49\u7684\u6587\u672c\u3002\u867d\u7136\u57fa\u4e8e\u6587\u672c\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6a21\u578b(RAG)\u5df2\u88ab\u5e7f\u6cdb\u7528\u4e8e\u751f\u6210\u66f4\u53ef\u9760\u7684\u6587\u672c\uff0c\u4f46\u6587\u6863\u56fe\u8c31\u53ef\u4ee5\u901a\u8fc7\u5229\u7528\u56fe\u62d3\u6251\u68c0\u7d22\u7c7b\u4f3c\u6587\u6863\u6765\u8fdb\u4e00\u6b65\u589e\u5f3a\u6b64\u8fc7\u7a0b\u3002\u4f8b\u5982\uff0c\u5728\u64b0\u5199\u8bba\u6587\u6458\u8981\u65f6\uff0c\u8bbf\u95ee\u76f8\u5173\u5de5\u4f5c\u90e8\u5206\u4e2d\u5f15\u7528\u7684\u8bba\u6587\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u5199\u4f5c\u6548\u7387\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u53c2\u8003\u6587\u732e\u901a\u5e38\u5305\u542b\u76f8\u5173\u7684\u77e5\u8bc6\u548c\u4e0a\u4e0b\u6587\u3002<\/li>\n<li><strong>\u6587\u6863\u68c0\u7d22<\/strong>\uff1a\u6587\u6863\u68c0\u7d22\u65e8\u5728\u67e5\u627e\u4e0e\u7ed9\u5b9a\u67e5\u8be2\u76f8\u5173\u7684\u6587\u6863\u5217\u8868\uff0c\u8fd9\u662f\u4fe1\u606f\u68c0\u7d22(IR)\u4e2d\u7684\u4e00\u9879\u5173\u952e\u4efb\u52a1\u3002\u7cbe\u786e\u7684\u67e5\u8be2\u8bcd\u5e76\u4e0d\u603b\u662f\u540c\u65f6\u51fa\u73b0\u5728\u5019\u9009\u6587\u6863\u4e2d\uff1b\u4f46\u662f\uff0c\u901a\u8fc7\u5229\u7528\u6587\u6863\u4e4b\u95f4\u7684\u8fde\u63a5\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u90a3\u4e9b\u4e0e\u67e5\u8be2\u5f3a\u70c8\u5173\u8054\u7684\u6587\u6863\u6765\u68c0\u7d22\u76f8\u5173\u6587\u6863\u3002\u56e0\u6b64\uff0c\u5728\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u8003\u8651\u6587\u6863\u7ea7\u5173\u7cfb\u81f3\u5173\u91cd\u8981\u3002\u4e00\u4e9b\u7814\u7a76\u5229\u7528\u5177\u6709\u5404\u79cd\u7c92\u5ea6\u7684\u6587\u6863\u56fe\u8c31\u6765\u6539\u8fdb\u6587\u6863\u68c0\u7d22\u548c\u6392\u5e8f\u3002\u56fe\u8c31\u4e0d\u4ec5\u53ef\u4ee5\u68c0\u7d22\u6574\u4e2a\u6587\u6863\uff0c\u8fd8\u53ef\u4ee5\u7528\u4e8e\u68c0\u7d22\u7279\u5b9a\u6bb5\u843d\uff0c\u4f8b\u5982\u6587\u672c\u5757\u3002<\/li>\n<li><strong>\u6587\u6863\u5206\u7c7b<\/strong>\uff1a\u6587\u6863\u5206\u7c7b\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u4e00\u9879\u57fa\u672c\u4efb\u52a1\u3002\u4f20\u7edf\u65b9\u6cd5\u901a\u5e38\u4fa7\u91cd\u4e8e\u8bcd\u8bed\u7684\u5c40\u90e8\u6027\uff0c\u9650\u5236\u4e86\u5176\u6355\u83b7\u957f\u8ddd\u79bb\u548c\u975e\u8fde\u7eed\u8bcd\u8bed\u4ea4\u4e92\u7684\u80fd\u529b\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u5173\u6ce8\u5355\u4e2a\u6587\u6863\uff0c\u5ffd\u7565\u4e86\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5176\u4e2d\u5173\u8054\u6587\u6863\u901a\u5e38\u8868\u73b0\u51fa\u540c\u8d28\u6027\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4eec\u66f4\u6709\u53ef\u80fd\u5171\u4eab\u76f8\u4f3c\u7684\u6807\u7b7e\u3002\u901a\u8fc7\u5229\u7528\u5355\u4e2a\u6587\u6863\u5185\u8bcd\u8bed\u7684\u5c40\u90e8\u548c\u5168\u5c40\u5173\u7cfb\uff0c\u4ee5\u53ca\u5229\u7528\u6587\u6863\u7ea7\u5173\u7cfb\uff0c\u6784\u5efa\u56fe\u53ef\u4ee5\u5e2e\u52a9\u589e\u5f3a\u6587\u6863\u5206\u7c7b\u3002<\/li>\n<li><strong>\u95ee\u7b54<\/strong>\uff1a\u95ee\u7b54\u65e8\u5728\u6839\u636e\u6587\u6863\u4e2d\u7684\u4fe1\u606f\u63d0\u4f9b\u95ee\u9898\u7684\u7b54\u6848\uff0c\u662fRAG\u7684\u4e00\u9879\u57fa\u672c\u4efb\u52a1\u3002\u7136\u800c\uff0c\u7528\u4e8e\u95ee\u7b54\u7684\u6587\u6863\u53ef\u80fd\u5f88\u957f\uff0c\u4f20\u7edf\u65b9\u6cd5\u901a\u5e38\u5173\u6ce8\u8fd9\u4e9b\u6587\u6863\u4e2d\u7684\u5c40\u90e8\u7ed3\u6784\uff0c\u800c\u5ffd\u7565\u4e86\u5176\u5168\u5c40\u7ed3\u6784\uff0c\u800c\u5168\u5c40\u7ed3\u6784\u5bf9\u4e8e\u957f\u7a0b\u7406\u89e3\u81f3\u5173\u91cd\u8981\u3002\u6b64\u5916\uff0c\u4e00\u4e9b\u591a\u8df3\u95ee\u9898\u9700\u8981\u8de8\u591a\u4e2a\u6587\u6863\u8fdb\u884c\u63a8\u7406\uff0c\u56e0\u6b64\u9700\u8981\u4f7f\u7528\u6587\u6863\u7ea7\u5173\u7cfb\u3002\u4eba\u4eec\u901a\u5e38\u4f1a\u5c06\u5206\u6563\u7684\u4fe1\u606f\u6574\u5408\u5230\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u4e2d\uff0c\u4ee5\u7b80\u5316\u63a8\u7406\u8fc7\u7a0b\u5e76\u505a\u51fa\u66f4\u51c6\u786e\u7684\u5224\u65ad\uff0c\u8fd9\u4e0e\u8ba4\u77e5\u8d1f\u8377\u7406\u8bba\u76f8\u7b26\u3002\u57fa\u4e8e\u56fe\u7684\u65b9\u6cd5\u975e\u5e38\u9002\u5408\u8fd9\u9879\u4efb\u52a1\uff0c\u5b83\u53ef\u4ee5\u6784\u5efa\u8bcd\u7ea7\u6587\u6863\u56fe\uff0c\u5229\u7528\u6587\u6863\u7ea7\u5173\u7cfb\u5e76\u5229\u7528\u5c42\u6b21\u4ea4\u4e92\u3002<\/li>\n<li><strong>\u5173\u7cfb\u62bd\u53d6<\/strong>\uff1a\u5173\u7cfb\u62bd\u53d6\u65e8\u5728\u63d0\u53d6\u6587\u672c\u4e2d\u5b9e\u4f53\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u7cfb\uff0c\u8fd9\u901a\u5e38\u9700\u8981\u5c40\u90e8\uff08local\uff09\u3001\u5168\u5c40\uff08global\uff09\u3001\u53e5\u6cd5\uff08syntactic\uff09\u548c\u8bed\u4e49\u4f9d\u8d56\u5173\u7cfb\uff08semantic dependencies\uff09\uff0c\u5c24\u5176\u662f\u5728\u6587\u6863\u7ea7\u5173\u7cfb\u62bd\u53d6\u7684\u60c5\u51b5\u4e0b\u3002\u4e8b\u5b9e\u8bc1\u660e\uff0c\u56fe\u5bf9\u4e8e\u6587\u6863\u7ea7\u5173\u7cfb\u62bd\u53d6\u5f88\u6709\u5e2e\u52a9\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u6355\u83b7\u8fd9\u4e9b\u4f9d\u8d56\u5173\u7cfb\u3002<\/li>\n<\/ul>\n<p>\u9664\u4e86\u4e0a\u8ff0\u4efb\u52a1\u4e4b\u5916\uff0c\u56fe\u5728\u5176\u4ed6\u9886\u57df\u4e5f\u5df2\u88ab\u8bc1\u660e\u662f\u6709\u5e2e\u52a9\u7684\uff0c\u4f8b\u5982\u5047\u65b0\u95fb\u68c0\u6d4b\u3001\u8fde\u8d2f\u6027\u8bc4\u4f30\u548c\u673a\u5668\u7ffb\u8bd1\u3002<\/p>\n<h4>\u6587\u6863\u56fe\u6784\u5efa<\/h4>\n<p>\u4e0d\u540c\u7684\u4efb\u52a1\u53ef\u80fd\u9700\u8981\u4e0d\u540c\u7c7b\u578b\u7684\u6587\u6863\u56fe\uff0c\u4f8b\u5982\u6587\u6863\u7ea7\uff08document-level\uff09\u3001\u53e5\u5b50\u7ea7\uff08sentence-level\uff09\u6216\u8bcd\u7ea7\uff08word-level\uff09\u56fe\u3002\u56e0\u6b64\uff0c\u83b7\u53d6\u6587\u6863\u56fe\u7684\u65b9\u6cd5\u8d77\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002 \u6784\u5efa\u6587\u6863\u56fe\u4e3b\u8981\u6709\u4e24\u79cd\u65b9\u6cd5\uff1a\u663e\u5f0f\uff08explicit\uff09\u6784\u5efa\u548c\u9690\u5f0f\uff08implicit\uff09\u6784\u5efa\u3002<\/p>\n<ul>\n<li><strong>\u663e\u5f0f\u6784\u5efa<\/strong>\uff1a\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\uff0c\u8bb8\u591a\u6587\u6863\u5177\u6709\u663e\u5f0f\u8fde\u63a5\u3002 \u4f8b\u5982\uff0c\u901a\u8fc7\u8d85\u94fe\u63a5\u8fde\u63a5\u7684\u7f51\u9875\uff0c\u5f15\u7528\u5176\u4ed6\u4f5c\u54c1\u7684\u5b66\u672f\u8bba\u6587\uff0c\u4ee5\u53ca\u901a\u8fc7\u8f6c\u53d1\u3001\u8bc4\u8bba\u548c\u4e92\u52a8\u8fde\u63a5\u7684\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u3002\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0c\u8fde\u63a5\u6587\u6863\u4ee5\u6784\u5efa\u6587\u6863\u56fe\u662f\u5f88\u81ea\u7136\u7684\uff0c\u56e0\u4e3a\u8fde\u63a5\u7684\u6587\u6863\u901a\u5e38\u5171\u4eab\u8bed\u4e49\u5173\u7cfb\u3002\u4f8b\u5982\uff0cAsai\u7b49\u4eba\u57fa\u4e8e\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\u4e4b\u95f4\u7684\u8d85\u94fe\u63a5\u6784\u5efa\u4e86\u4e00\u4e2a\u7ef4\u57fa\u767e\u79d1\u56fe\u3002Li\u7b49\u4eba\u4e5f\u91c7\u7528\u540c\u6837\u7684\u65b9\u6cd5\u5229\u7528\u8d85\u94fe\u63a5\u6784\u5efa\u56fe\u3002Yu\u7b49\u4eba\u4f7f\u7528\u5916\u90e8\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff09\u6784\u5efa\u4e86\u4e00\u4e2a\u56fe\uff0c\u5176\u4e2d\u6bcf\u4e2a\u8282\u70b9\u4ee3\u8868\u4e00\u4e2a\u6620\u5c04\u5230KG\u4e2d\u5b9e\u4f53\u7684\u68c0\u7d22\u5230\u7684\u7247\u6bb5\uff0c\u5982\u679c\u5b83\u4eec\u7684\u6620\u5c04\u5b9e\u4f53\u5728KG\u4e2d\u94fe\u63a5\uff0c\u5219\u4e24\u4e2a\u7247\u6bb5\u8282\u70b9\u8fde\u63a5\u3002\u8fd9\u4e9b\u8fde\u63a5\u5df2\u88ab\u7528\u6765\u9884\u8bad\u7ec3\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4ece\u800c\u63d0\u9ad8\u5176\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002<\/li>\n<li><strong>\u9690\u5f0f\u6784\u5efa<\/strong>\u3002\u5c3d\u7ba1\u6587\u6863\u4e4b\u95f4\u5b58\u5728\u663e\u5f0f\u8fde\u63a5\uff0c\u4f46\u8fd9\u4e9b\u6587\u6863\u4e2d\u7684\u4e0d\u540c\u7ec4\u4ef6\u4e5f\u8868\u73b0\u51fa\u91cd\u8981\u7684\u8bed\u4e49\u548c\u53e5\u6cd5\u5173\u7cfb\u3002\u8fd9\u4e9b\u7ec4\u4ef6\u7684\u7ed3\u6784\u5bf9\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u5404\u79cd\u4efb\u52a1\u975e\u5e38\u6709\u76ca\u3002\u4f8b\u5982\uff0c\u8bed\u4e49\u89e3\u6790\u56fe\uff0c\u4f8b\u5982\u62bd\u8c61\u610f\u4e49\u8868\u793a\uff08AMR\uff09\u56fe\uff0c\u53ef\u4ee5\u7528\u6765\u589e\u5f3a\u4fe1\u606f\u63d0\u53d6\u548c\u6587\u672c\u6458\u8981\u3002\u6b64\u5916\uff0c\u53e5\u6cd5\u5206\u6790\u6811\u88ab\u7528\u6765\u7406\u89e3\u8bed\u6cd5\u7ed3\u6784\u548c\u89e3\u51b3\u6b67\u4e49\u3002\u6587\u6863\u56fe\u7684\u9690\u5f0f\u6784\u5efa\u9ad8\u5ea6\u591a\u6837\u5316\uff0c\u9002\u5e94\u4e0d\u540c\u4efb\u52a1\u7684\u5177\u4f53\u8981\u6c42\u3002\u4f8b\u5982\uff0c\u6587\u6863\u56fe\u4e2d\u7684\u8282\u70b9\u53ef\u4ee5\u8868\u793a\u4e0d\u540c\u7684\u7c92\u5ea6\uff0c\u4f8b\u5982\u5355\u8bcd\u3001\u5b9e\u4f53\u3001\u53e5\u5b50\u3001\u6587\u672c\u7247\u6bb5\u3001\u6bb5\u843d\u3001\u6587\u6863\u6216\u4e3b\u9898\u3002\u6b64\u5916\uff0c\u6587\u6863\u56fe\u901a\u5e38\u8868\u73b0\u51fa\u5f02\u8d28\u6027\uff0c\u5176\u4e2d\u8fb9\u8fde\u63a5\u4e0d\u540c\u7c7b\u578b\u7684\u8282\u70b9\u3002\u63a5\u4e0b\u6765\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e0d\u540c\u7c7b\u578b\u8fb9\u7684\u6784\u5efa\uff1a\n<ul>\n<li><strong>\u8bcd-\u8bcd\u8fb9\uff08Word-word edge\uff09<\/strong>\uff1a\u8bcd-\u8bcd\u8fb9\u8fde\u63a5\u5177\u6709\u8bed\u4e49\u6216\u53e5\u6cd5\u5173\u7cfb\u6216\u4f9d\u8d56\u5173\u7cfb\u7684\u8bcd\u3002\u5efa\u7acb\u8fd9\u4e9b\u8fde\u63a5\u7684\u65b9\u6cd5\u6709\u591a\u79cd\uff0c\u5305\u62ec\u6ed1\u52a8\u7a97\u53e3\u5185\u7684\u5355\u8bcd\u5171\u73b0\uff0c\u7531NLP\u89e3\u6790\u5de5\u5177\u751f\u6210\u4f9d\u5b58\u89e3\u6790\u56fe\u3001\u62bd\u8c61\u610f\u4e49\u8868\u793a\u4ee5\u53ca\u57fa\u4e8e\u4e0d\u540c\u8868\u793a\u7684\u8bed\u4e49\u56fe\u3002 \u5176\u4ed6\u6280\u672f\u5305\u62ec\u5171\u6307\u6d88\u89e3\uff08coreference resolution\uff09\u3001\u8bcd\u5d4c\u5165\u76f8\u4f3c\u5ea6\u4ee5\u53ca\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u6765\u63d0\u53d6\u8bcd\u8bed\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5bf9\u4e8e\u5b9e\u4f53\uff0c\u6784\u5efa\u8fc7\u7a0b\u4e0e\u8bcd\u8bed\u7c7b\u4f3c\uff0c\u5c3d\u7ba1\u901a\u5e38\u9700\u8981\u5b9e\u4f53\u63d0\u53d6\u65b9\u6cd5\u6765\u9996\u5148\u8bc6\u522b\u5b9e\u4f53\u3002<\/li>\n<li><strong>\u8bcd-\u53e5\u8fb9\uff08Word-Sentence edge\uff09<\/strong>\uff1a\u8bcd-\u53e5\u8fb9\u6839\u636e\u6240\u5c5e\u5173\u7cfb\u5c06\u8bcd\u4e0e\u53e5\u8fde\u63a5\u8d77\u6765\u3002\u8fd9\u4e9b\u8fb9\u662f\u901a\u8fc7\u5c06\u8bcd\u4e0e\u5b83\u4eec\u6240\u5728\u7684\u53e5\u5b50\u8fde\u63a5\u8d77\u6765\u6784\u5efa\u7684\uff0c\u8fb9\u6743\u91cd\u901a\u5e38\u4f7f\u7528\u8bcd\u9891-\u9006\u6587\u6863\u9891\u7387 (TF-IDF) \u6765\u8861\u91cf\u3002\u6b64\u5916\uff0cRamesh\u7b49\u4eba\u901a\u8fc7\u8d85\u94fe\u63a5\u548c\u73b0\u6709\u7684\u5f00\u7bb1\u5373\u7528\u5b9e\u4f53\u94fe\u63a5\u5668\u5c06\u5b9e\u4f53\u4e0e\u6bb5\u843d\u6807\u9898\u8fde\u63a5\u8d77\u6765\u3002<\/li>\n<li><strong>\u53e5-\u53e5\u8fb9\uff08Sentence-Sentence edge\uff09<\/strong>\uff1a \u53e5-\u53e5\u8fb9\u6839\u636e\u8bed\u4e49\u76f8\u4f3c\u6027\u6216\u5173\u7cfb\u8fde\u63a5\u53e5\u5b50\u3002\u4f8b\u5982\uff0c\u8fd9\u4e9b\u8fb9\u53ef\u4ee5\u901a\u8fc7\u53e5\u5b50\u4ea4\u4e92\u3001TF-IDF\u8868\u793a\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u3001BM25\u3001\u53e5\u5b50\u5d4c\u5165\u3001\u8bcd\u6027 (Pos) \u7279\u5f81\u548cN\u5143\u8bed\u6cd5\u7279\u5f81\u6765\u6784\u5efa\u3002\u6b64\u5916\uff0cZheng\u548cKordjamshidi\u4f7f\u7528AllenNLP-SRL\u6a21\u578b\u6784\u5efa\u4e86\u4e00\u4e2a\u8bed\u4e49\u89d2\u8272\u6807\u6ce8(SRL)\u56fe\u3002\u8fd9\u5141\u8bb8\u8fde\u63a5\u957f\u6587\u6863\u5185\u6216\u4e0d\u540c\u6587\u6863\u4e2d\u7684\u53e5\u5b50\uff0c\u8fd9\u5bf9\u4e8e\u4e0a\u4e0b\u6587\u957f\u5ea6\u6709\u9650\u7684LLM\u5c24\u5176\u6709\u7528\u3002<\/li>\n<li><strong>\u53e5\u5b50-\u6587\u6863\u8fb9\uff08Sentence-document edge\uff09<\/strong>\uff1a\u53e5\u5b50-\u6587\u6863\u8fb9\u901a\u8fc7\u5c06\u53e5\u5b50\u4e0e\u5176\u6240\u5c5e\u7684\u7279\u5b9a\u6587\u6863\u8fde\u63a5\u8d77\u6765\u800c\u6784\u5efa\u3002<\/li>\n<li><strong>\u6587\u6863-\u6587\u6863\u8fb9\uff08Document-document edge\uff09<\/strong>\uff1a\u6587\u6863-\u6587\u6863\u8fb9\u57fa\u4e8e\u6587\u6863\u7684\u76f8\u4f3c\u6027\u8fde\u63a5\u6587\u6863\u3002\u5f53\u4e00\u4e2a\u6587\u6863\u4e2d\u7684\u5b9e\u4f53\u88ab\u53e6\u4e00\u4e2a\u6587\u6863\u5f15\u7528\u6216\u5171\u4eab\uff0c\u901a\u8fc7\u6587\u6863\u805a\u7c7b\u3001\u5d4c\u5165\u76f8\u4f3c\u6027\u3001\u4e3b\u9898\u76f8\u4f3c\u6027\u6216\u7ed3\u6784\u76f8\u4f3c\u6027\u65f6\uff0c\u53ef\u4ee5\u6784\u5efa\u8fd9\u4e9b\u8fb9\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u6587\u6863\u56fe\u901a\u5e38\u8868\u73b0\u51fa\u5f02\u8d28\u6027\uff0c\u7531\u591a\u79cd\u7c7b\u578b\u7684\u8fb9\u7ec4\u6210\u3002\u6b64\u5916\uff0c\u5df2\u7ecf\u63d0\u51fa\u4e86\u51e0\u79cd\u5206\u5c42\u56fe\uff0c\u5176\u4e2d\u6355\u83b7\u4e86\u4e0d\u540c\u5c42\u6b21\u7684\u62bd\u8c61\u3002\u56fe\u7ed3\u6784\u4e5f\u53ef\u4ee5\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u52a8\u6001\u53d8\u5316\u6216\u66f4\u65b0\u3002\u6b64\u5916\uff0c\u6587\u6863\u56fe\u4e2d\u7684\u8282\u70b9\u4e5f\u53ef\u4ee5\u662f\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u54cd\u5e94\u3002\u4f8b\u5982\uff0cGoR\u5c06LLM\u7684\u5386\u53f2\u54cd\u5e94\u4e0e\u6587\u6863\u7684\u54cd\u5e94\u7247\u6bb5\u8fde\u63a5\u8d77\u6765\uff0c\u7528\u4e8e\u957f\u6587\u672c\u6458\u8981\u3002<\/p>\n<h4>\u68c0\u7d22\u5668<\/h4>\n<p>\u6587\u6863\u56fe\u7684\u68c0\u7d22\u5668\u901a\u5e38\u9075\u5faa\u7b2c2.4\u8282\u4e2d\u63cf\u8ff0\u7684\u4e00\u822c\u68c0\u7d22\u5668\u8bbe\u8ba1\u3002 \u7136\u800c\uff0c\u8fd8\u6709\u4e00\u4e9b\u7279\u6b8a\u7684\u68c0\u7d22\u65b9\u6cd5\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li><strong>\u9884\u68c0\u7d22<\/strong>\uff1a\u5982\u524d\u6240\u8ff0\uff0c\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u6784\u5efa\u6587\u6863\u56fe\u662f\u5fc5\u8981\u7684\u3002\u7136\u800c\uff0c\u4e3a\u5927\u91cf\u6587\u6863\u6784\u5efa\u7ec6\u7c92\u5ea6\u7684\u56fe\u53ef\u80fd\u6548\u7387\u4f4e\u4e0b\u4e14\u4e0d\u5fc5\u8981\u3002\u9884\u68c0\u7d22\u7684\u76ee\u6807\u662f\u9996\u5148\u6839\u636e\u67e5\u8be2\u68c0\u7d22\u76f8\u5173\u6587\u6863\uff0c\u7136\u540e\u6784\u5efa\u56fe\u3002\u4f8b\u5982\uff0cThayaparan\u7b49\u4eba\u9996\u5148\u4f7f\u7528\u9884\u8bad\u7ec3\u7684GloVe\u5411\u91cf\u63d0\u53d6\u76f8\u5173\u53e5\u5b50\uff0c\u7136\u540e\u57fa\u4e8e\u68c0\u7d22\u5230\u7684\u53e5\u5b50\u6784\u5efa\u56fe\u8c31\u3002Zheng\u548cKordjamshidi\uff0cYu\u7b49\u4eba\u4e5f\u57fa\u4e8e\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u6784\u5efa\u56fe\u8c31\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u56fe\u76f8\u4f3c\u6027\u7684\u68c0\u7d22\u5668<\/strong>\uff1a\u56fe\u76f8\u4f3c\u6027\u65e8\u5728\u8861\u91cf\u4e24\u4e2a\u56fe\u8c31\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u3002\u5982\u679c\u67e5\u8be2\u548c\u68c0\u7d22\u6570\u636e\u6e90\u90fd\u662f\u56fe\u8c31\uff0c\u5219\u8ba1\u7b97\u56fe\u76f8\u4f3c\u6027\u5bf9\u4e8e\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u5229\u7528\u6700\u5927\u516c\u5171\u5b50\u56fe (GMCS) \u65b9\u6cd5\u6765\u68c0\u7d22\u76f8\u5173\u7684\u56fe\u8c31\u3002<\/li>\n<li><strong>\u8fed\u4ee3\u5f0f\u68c0\u7d22\u5668<\/strong>\uff1a\u5728\u67d0\u4e9b\u4efb\u52a1\u4e2d\uff0c\u4f8b\u5982\u591a\u6b65\u95ee\u7b54\uff0c\u5305\u542b\u7b54\u6848\u7684\u8282\u70b9\u53ef\u80fd\u4e0e\u67e5\u8be2\u5e76\u4e0d\u76f4\u63a5\u76f8\u4f3c\u3002\u8fed\u4ee3\u5f0f\u68c0\u7d22\u5668\u901a\u8fc7\u9996\u5148\u68c0\u7d22\u4e0e\u67e5\u8be2\u76f8\u5173\u7684\u8282\u70b9\uff0c\u7136\u540e\u4f7f\u7528\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u8fed\u4ee3\u5730\u68c0\u7d22\u540e\u7eed\u8282\u70b9\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u4f8b\u5982\uff0cWang\u7b49\u4eba\uff0cZhang\u7b49\u4eba\u5c06\u8fed\u4ee3\u68c0\u7d22\u65b9\u6cd5\u7528\u4e8e\u591a\u6b65\u95ee\u7b54\u4efb\u52a1\uff0c\u800cMa\u7b49\u4eba\u5219\u57fa\u4e8e\u73b0\u6709\u7684\u77e5\u8bc6\u56fe\u8c31\u8fed\u4ee3\u5730\u68c0\u7d22\u6587\u6863\u3002Asai\u7b49\u4eba\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5faa\u73af\u795e\u7ecf\u7f51\u7edc(RNN)\u6765\u4f7f\u7528\u8d1d\u53f6\u65af\u4e2a\u6027\u5316\u6392\u5e8f(BPR)\u635f\u5931\u53cd\u590d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u62d3\u6251\u7ed3\u6784\u7684\u68c0\u7d22\u5668<\/strong>\uff1a\u56fe\u4e2d\u5404\u79cd\u62d3\u6251\u5173\u7cfb\u53ef\u7528\u4e8e\u8861\u91cf\u4e0d\u540c\u7c7b\u578b\u7684\u76f8\u4f3c\u6027\u3002\u4f8b\u5982\uff0c\u57fa\u4e8e\u90bb\u8fd1\u6027\u7684\u62d3\u6251\u76f8\u4f3c\u6027\u6d4b\u91cf\u4e24\u4e2a\u8282\u70b9\u4e4b\u95f4\u7684\u7ed3\u6784\u8ddd\u79bb\uff0c\u800c\u57fa\u4e8e\u89d2\u8272\u7684\u62d3\u6251\u76f8\u4f3c\u6027\u5219\u8bc4\u4f30\u8282\u70b9\u5728\u56fe\u8c31\u4e2d\u6240\u626e\u6f14\u89d2\u8272\u7684\u76f8\u4f3c\u6027\u3002\u8fd9\u4e9b\u76f8\u4f3c\u6027\u4e5f\u53ef\u4ee5\u5728\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u5f97\u5230\u5229\u7528\u3002<\/li>\n<\/ul>\n<h4>\u7ec4\u7ec7\u8005<\/h4>\n<p>\u672c\u8282\u5c06\u4ecb\u7ecd\u6587\u6863\u56fe\u7684\u7ec4\u7ec7\u8005\u3002\u5e94\u7528\u4e8e\u6587\u6863\u56fe\u7684GraphRAG\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\uff0c\u8bb8\u591a\u5de5\u4f5c\u5e76\u672a\u5305\u542b\u663e\u5f0f\u7684\u7ec4\u7ec7\u8005\uff0c\u5982\u7b2c2.5\u8282\u6240\u793a\u3002\u6211\u4eec\u603b\u7ed3\u4e86\u73b0\u6709\u7684\u65b9\u6cd5\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li><strong>\u56fe\u526a\u679d<\/strong>\uff1a\u56fe\u526a\u679d\u7ec6\u5316\u68c0\u7d22\u5230\u7684\u5b50\u56fe\u4ee5\u51cf\u5c11\u65e0\u5173\u4fe1\u606f\u5e76\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002\u4f8b\u5982\uff0cHemmati\u548cGhassem-Sani\u57fa\u4e8e\u5c40\u90e8\u805a\u7c7b\u7cfb\u6570\u8fdb\u884c\u56fe\u526a\u679d\uff0c\u800cZhang\u7b49\u4eba\u5219\u91c7\u7528\u4ee5\u8def\u5f84\u4e3a\u4e2d\u5fc3\u7684\u526a\u679d\u65b9\u6cd5\u6765\u6574\u5408\u8def\u5f84\u5916\u7684\u4fe1\u606f\u3002Li\u7b49\u4eba\u5728\u89e3\u7801\u8fc7\u7a0b\u4e2d\u52a8\u6001\u5220\u9664\u65e0\u5173\u8282\u70b9\uff0c\u800cAngelova\u548cWeikum\u5219\u57fa\u4e8e\u76f8\u4f3c\u6027\u9608\u503c\u526a\u679d\u8fb9\u3002\u6b64\u5916\uff0cEdge\u7b49\u4eba\u4f7f\u7528\u793e\u533a\u68c0\u6d4b\u7b97\u6cd5\u521b\u5efa\u4e0d\u540c\u7684\u793e\u533a\uff0c\u7136\u540e\u5c06\u5176\u9988\u9001\u5230\u751f\u6210\u5668\u4e2d\u3002<\/li>\n<li><strong>\u91cd\u65b0\u6392\u5e8f<\/strong>\uff1a\u91cd\u65b0\u6392\u5e8f\u65b9\u6cd5\u65e8\u5728\u91cd\u65b0\u6392\u5e8f\u68c0\u7d22\u5230\u7684\u4fe1\u606f\uff0c\u4ee5\u65b9\u4fbf\u751f\u6210\u3002\u4f8b\u5982\uff0cYu\u7b49\u4eba\u3001Zhang\u7b49\u4eba\u548cDong\u7b49\u4eba\u4f7f\u7528GNN\u91cd\u65b0\u6392\u5e8f\u68c0\u7d22\u5230\u7684\u6bb5\u843d\u3002Li\u7b49\u4eba\u6267\u884c\u5217\u8868\u5f0f\u91cd\u65b0\u6392\u5e8f\u4ee5\u91cd\u65b0\u6392\u5e8f\u901a\u8fc7\u56fe\u7ed3\u6784\u6269\u5c55\u7684\u6bb5\u843d\u3002<\/li>\n<\/ul>\n<h4>\u751f\u6210\u5668<\/h4>\n<p>\u672c\u8282\u603b\u7ed3\u4e86\u6587\u6863\u56fe\u4e2d\u5e38\u7528\u7684\u751f\u6210\u5668\u3002\u6839\u636e\u8f93\u5165\u683c\u5f0f\u7684\u4e0d\u540c\uff0c\u6587\u6863\u56fe\u4e2d\u5e94\u7528\u4e86\u5404\u79cd\u65b9\u6cd5\u3002\u4e00\u4e9b\u65b9\u6cd5\u4f7f\u7528\u6574\u4e2a\u56fe\u4f5c\u4e3a\u8f93\u5165\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u901a\u5e38\u91c7\u7528GNN\u548cGraph Transformer\u3002\u5176\u4ed6\u65b9\u6cd5\u5c06\u5355\u4e2a\u53e5\u5b50\u4f5c\u4e3a\u8f93\u5165\uff0c\u5176\u4e2dRNN\u6216LLM\u6a21\u578b\u9002\u7528\u3002\u6b64\u5916\uff0c\u4e00\u4e9b\u5de5\u4f5c\u5229\u7528\u56fe\u548c\u6587\u672c\u4f5c\u4e3a\u8f93\u5165\uff0c\u9700\u8981\u80fd\u591f\u6709\u6548\u5904\u7406\u591a\u6a21\u6001\u6570\u636e\u7684\u96c6\u6210\u65b9\u6cd5\u3002\u6211\u4eec\u5c06\u5728\u4e0b\u6587\u4e2d\u8be6\u7ec6\u4ecb\u7ecd\u6bcf\u4e00\u7c7b\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc(GNN)\u7684\u751f\u6210\u5668<\/strong>\uff1a\u8bb8\u591a\u5de5\u4f5c\u5c06\u4efb\u52a1\u5efa\u6a21\u4e3a\u4e0e\u56fe\u76f8\u5173\u7684\u554f\u984c\uff0c\u5229\u7528GNN\u4f5c\u4e3a\u751f\u6210\u5668\u3002\u5e38\u7528\u7684GNN\uff0c\u4f8b\u5982GCN\u3001GraphSAGE\u548cGAT\uff0c\u5df2\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u79cd\u7814\u7a76\u4e2d\u3002 \u5f53\u56fe\u5305\u542b\u8fb9\u5173\u7cfb\u65f6\uff0c\u5173\u7cfb\u56fe\u5377\u79ef\u7f51\u7edc(R-GCN)\u901a\u5e38\u7528\u4e8e\u6709\u6548\u5730\u6355\u83b7\u8fd9\u4e9b\u5173\u7cfb\u3002\u6b64\u5916\uff0c\u4e00\u4e9b\u5de5\u4f5c\u7ed3\u5408\u4e86\u56fe\u5bf9\u6bd4\u5b66\u4e60\u6280\u672f\u6765\u63d0\u9ad8\u6027\u80fd\u3002<\/li>\n<li><strong>\u57fa\u4e8eGraph Transformer \u7684\u751f\u6210\u5668<\/strong>\uff1aGraph Transformer\u6355\u83b7\u56fe\u4e2d\u7684\u5168\u5c40\u4fe1\u606f\uff0c\u7528\u4e8e\u5bf9\u5404\u79cd\u4efb\u52a1\u7684\u56fe\u7ed3\u6784\u8fdb\u884c\u7f16\u7801\u3002\u8fd9\u4e9b\u6a21\u578b\u5229\u7528Transformer\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u6765\u6355\u83b7\u8d85\u51fa\u5c40\u90e8\u90bb\u57df\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u4f7f\u5176\u975e\u5e38\u9002\u5408\u9700\u8981\u5168\u5c40\u4e0a\u4e0b\u6587\u7684\u4efb\u52a1\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u5faa\u73af\u795e\u7ecf\u7f51\u7edc(RNN)\u7684\u751f\u6210\u5668<\/strong>\uff1a\u5faa\u73af\u795e\u7ecf\u7f51\u7edc(RNN)\uff0c\u4f8b\u5982LSTM\uff0c\u5e38\u7528\u4e8e\u5904\u7406\u5e8f\u5217\u3002\u56e0\u6b64\uff0c\u5f53\u8f93\u5165\u4e3a\u6587\u672c\u5f62\u5f0f\u65f6\uff0c\u4f1a\u91c7\u7528RNN\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u7684\u751f\u6210\u5668<\/strong>\uff1a\u57fa\u4e8eLLM\u7684\u751f\u6210\u5668\u901a\u5e38\u5148\u5c06\u68c0\u7d22\u5230\u7684\u5b50\u56fe\u8f6c\u6362\u4e3a\u6587\u672c\uff0c\u7136\u540e\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u8fdb\u884c\u751f\u6210\u3002\u6b64\u65b9\u6cd5\u4e2d\u4f7f\u7528\u4e86\u5404\u79cd\u6a21\u578b\u3002\u4f8b\u5982\uff0c\u5e94\u7528 BERT\u6765\u652f\u6301\u751f\u6210\u4efb\u52a1\uff0c\u800cYu\u7b49\u4eba\u548cJu\u7b49\u4eba\u5229\u7528T5\u6a21\u578b\uff0cChen\u7b49\u4eba\u4f7f\u7528RoBERTa\u3002<\/li>\n<li><strong>\u96c6\u6210\u751f\u6210\u5668<\/strong>\uff1a\u4e00\u4e9b\u5de5\u4f5c\u540c\u65f6\u5229\u7528\u56fe\u6570\u636e\u548c\u6587\u672c\u6570\u636e\u8fdb\u884c\u751f\u6210\uff0c\u4f7f\u7528\u7ed3\u5408\u4e86\u56fe\u6a21\u578b\u548c\u6587\u672c\u751f\u6210\u6a21\u578b\u7684\u96c6\u6210\u751f\u6210\u5668\u3002 \u4f8b\u5982\uff0cXu\u7b49\u4eba\u548cWang\u7b49\u4eba\u4f7f\u7528RoBERTa\u548cGCN\u7684\u7ec4\u5408\uff0c\u800cRamesh\u7b49\u4eba\u5c06GNN\u4e0eT5\u878d\u5408\uff0c\u4ee5\u5229\u7528\u56fe\u7ed3\u6784\u548c\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u7684\u4f18\u52bf\u3002<\/li>\n<\/ul>\n<p>\u9664\u4e86\u4e0a\u8ff0\u751f\u6210\u5668\u4e4b\u5916\uff0c\u4e00\u4e9b\u65b9\u6cd5\u5c06\u56fe\u76f4\u63a5\u5d4c\u5165\u5230\u6587\u672c\u751f\u6210\u6a21\u578b\u4e2d\u3002\u4f8b\u5982\uff0cLi\u7b49\u4eba\u63d0\u51fa\u7528\u56fe\u4fe1\u606f\u81ea\u6ce8\u610f\u529b\u66ff\u6362Transformer\u4e2d\u7684\u4f20\u7edf\u81ea\u6ce8\u610f\u529b\u5c42\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u5c06\u56fe\u7ed3\u6784\u76f4\u63a5\u96c6\u6210\u5230\u751f\u6210\u8fc7\u7a0b\u4e2d\u3002<\/p>\n<h4>\u8d44\u6e90\u548c\u5de5\u5177<\/h4>\n<p>Document GraphRAG\u7684\u6570\u636e\u8d44\u6e90\u53ef\u4ee5\u5305\u542b\u4efb\u4f55\u7c7b\u578b\u7684\u6587\u6863\uff0c\u56e0\u6b64\uff0c\u6211\u4eec\u5728\u8fd9\u91cc\u4e0d\u63d0\u4f9b\u8be6\u5c3d\u7684\u5217\u8868\u3002\u76f8\u53cd\uff0c\u5728\u4e0b\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u4e00\u4e9b\u4e13\u95e8\u8bbe\u8ba1\u6216\u5e38\u7528\u7528\u4e8e\u6587\u6863\u56fe\u4e0a GraphRAG \u7684\u5de5\u5177\uff1a<\/p>\n<ul>\n<li><strong>CoreNLP<\/strong>:\u65af\u5766\u798fCoreNLP\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5de5\u5177\u5305\u63d0\u4f9b\u4e86\u4e00\u5957\u5168\u9762\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5de5\u5177\uff0c\u5305\u62ec\u7b26\u5143\u548c\u53e5\u5b50\u8fb9\u754c\u3001\u8bcd\u6027\u3001\u547d\u540d\u5b9e\u4f53\u3001\u6570\u503c\u548c\u65f6\u95f4\u503c\u3001\u4f9d\u5b58\u548c\u6210\u5206\u5206\u6790\u3001\u5171\u6307\u6d88\u89e3\u3001\u60c5\u611f\u5206\u6790\u3001\u5f15\u7528\u5c5e\u6027\u548c\u5173\u7cfb\u3002\u8fd9\u4e9b\u5de5\u5177\u5bf9\u4e8e\u6784\u5efa\u6587\u6863\u56fe\u975e\u5e38\u6709\u4ef7\u503c\u3002<\/li>\n<li><strong>spaCy<\/strong>:spaCy\u662f\u4e00\u4e2a\u5148\u8fdb\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e93\uff0c\u4ee5\u5176\u901f\u5ea6\u548c\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u800c\u95fb\u540d\uff0c\u8fd9\u4e9b\u6a21\u578b\u9488\u5bf9\u8bf8\u5982\u6807\u6ce8\uff08tagging\uff09\u3001\u89e3\u6790\uff08parsing\uff09\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08named entity recognition\uff09\u3001\u6587\u672c\u5206\u7c7b\uff08text classification\uff09\u3001\u8bcd\u6027\u6807\u6ce8\uff08part-of-speech tagging\uff09\u3001\u4f9d\u5b58\u53e5\u6cd5\u5206\u6790\uff08dependency parsing\uff09\u3001\u53e5\u5b50\u5206\u5272\uff08sentence segmentation\uff09\u3001\u8bcd\u5f62\u8fd8\u539f\uff08lemmatization\uff09\u3001\u5f62\u6001\u5206\u6790\uff08morphological analysis\uff09\u548c\u5b9e\u4f53\u94fe\u63a5\uff08entity linking\uff09\u7b49\u4efb\u52a1\u8fdb\u884c\u4e86\u4f18\u5316\u3002<\/li>\n<li><strong>BLINK<\/strong>:BLINK\u662f\u4e00\u4e2a\u5b9e\u4f53\u94fe\u63a5Python\u5e93\uff0c\u5b83\u4f7f\u7528\u7ef4\u57fa\u767e\u79d1\u4f5c\u4e3a\u76ee\u6807\u77e5\u8bc6\u5e93\u3002<\/li>\n<li><strong>OpenIE<\/strong>:\u5f00\u653e\u4fe1\u606f\u62bd\u53d6(OpenIE)\u662f\u4e00\u79cd\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u7ed3\u6784\u5316\u4fe1\u606f\u7684\u5de5\u5177\u3002\u5b83\u5bf9\u4e8e\u4ece\u975e\u7ed3\u6784\u5316\u6587\u672c\u751f\u6210\u4e09\u5143\u7ec4\u975e\u5e38\u6709\u4ef7\u503c\uff0c\u8fd9\u4e9b\u4e09\u5143\u7ec4\u53ef\u4ee5\u7528\u4f5c\u6587\u6863\u56fe\u4e2d\u7684\u8282\u70b9\u548c\u8fb9\u3002<\/li>\n<li><strong>CogComp NLP<\/strong>:\u8fd9\u5957\u5de5\u5177\u7531\u8ba4\u77e5\u8ba1\u7b97\u5c0f\u7ec4\u5f00\u53d1\uff0c\u5176\u4e2d\u5305\u62ec\u7528\u4e8e\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u60c5\u611f\u5206\u6790\u548c\u5171\u6307\u6d88\u89e3\u7b49\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u7684\u5de5\u5177\u3002<\/li>\n<li><strong>GraphRAG<\/strong>: GraphRAG\u662f\u4e00\u4e2a\u6570\u636e\u7ba1\u9053\u548c\u8f6c\u6362\u5957\u4ef6\uff0c\u65e8\u5728\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u7684\u5f3a\u5927\u529f\u80fd\u4ece\u975e\u7ed3\u6784\u5316\u6587\u672c\u4e2d\u63d0\u53d6\u6709\u610f\u4e49\u7684\u7ed3\u6784\u5316\u6570\u636e\u3002\u6b64\u8fc7\u7a0b\u6d89\u53ca\u4ece\u539f\u59cb\u6587\u672c\u4e2d\u63d0\u53d6\u77e5\u8bc6\u56fe\u8c31(extracting a knowledge graph out of raw text)\uff0c\u6784\u5efa\u793e\u533a\u5c42\u6b21\u7ed3\u6784(building a community hierarchy)\uff0c\u4e3a\u8fd9\u4e9b\u793e\u533a\u751f\u6210\u6458\u8981(generating summaries for these communities)\uff0c\u7136\u540e\u5728\u6267\u884c\u57fa\u4e8eRAG\u7684\u4efb\u52a1\u65f6\u5229\u7528\u8fd9\u4e9b\u7ed3\u6784\u3002<\/li>\n<li><strong>LangChain<\/strong>:LangChain\u662f\u4e00\u4e2a\u7528\u4e8e\u5f00\u53d1\u7531\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u63d0\u4f9b\u652f\u6301\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u6846\u67b6\uff0c\u5176\u7528\u4f8b\u5305\u62ec\u6587\u6863\u5206\u6790\u548c\u6458\u8981\u3001RAG\u3001\u804a\u5929\u673a\u5668\u4eba\u548c\u4ee3\u7801\u5206\u6790\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cLangChain\u652f\u6301Graph Transformer\uff0c\u5b83\u53ef\u4ee5\u5c06\u6587\u6863\u8f6c\u6362\u4e3a\u56fe\u7ed3\u6784\u683c\u5f0f\uff0c\u4f7f\u5176\u975e\u5e38\u9002\u5408\u5904\u7406\u6587\u6863\u56fe\u3002<\/li>\n<li><strong>Neo4j<\/strong>: Neo4j\u662f\u4e00\u4e2a\u56fe\u6570\u636e\u5e93\u5e73\u53f0\uff0c\u63d0\u4f9b\u7528\u4e8e\u5b58\u50a8\u3001\u53ef\u89c6\u5316\u3001\u7ba1\u7406\u548c\u67e5\u8be2\u56fe\u6570\u636e\u7684\u5168\u9762\u5de5\u5177\u3002\u5b83\u5305\u542b\u4e00\u4e2aLLM\u56fe\u6784\u5efa\u5668\uff0c\u53ef\u4ee5\u4f7f\u7528LLM\u63d0\u53d6\u56fe\u3002\u5b83\u8fd8\u63d0\u4f9bGraphRAG\u6f14\u793a\uff0c\u4ee5\u5c55\u793a\u5982\u4f55\u4f7f\u7528Neo4j\u5b9e\u73b0LLM\u548cRAG\u7cfb\u7edf\u3002<\/li>\n<li><strong>LlamaIndex<\/strong>\uff1aLlamaIndex\u662f\u4e00\u4e2a\u6570\u636e\u6846\u67b6\uff0c\u65e8\u5728\u652f\u6301\u57fa\u4e8eLLM\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u5f00\u53d1\u3002\u5b83\u5141\u8bb8\u5f00\u53d1\u4eba\u5458\u5c06\u6570\u636e\u6e90\uff08\u4ece\u5404\u79cd\u6587\u4ef6\u683c\u5f0f\u5230\u5e94\u7528\u7a0b\u5e8f\u548c\u6570\u636e\u5e93\uff09\u4e0eLLM\u65e0\u7f1d\u96c6\u6210\u3002 LlamaIndex\u5177\u6709\u9ad8\u6548\u7684\u6570\u636e\u68c0\u7d22\u548c\u67e5\u8be2\u63a5\u53e3\uff0c\u4f7f\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u8f93\u5165\u4efb\u4f55LLM\u63d0\u793a\u5e76\u63a5\u6536\u4e0a\u4e0b\u6587\u4e30\u5bcc\u3001\u77e5\u8bc6\u589e\u5f3a\u7684\u8f93\u51fa\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5b83\u5305\u62ec\u4e00\u4e2a\u5c5e\u6027\u56fe\u7d22\u5f15\uff0c\u53ef\u4ee5\u4fc3\u8fdb\u56fe\u7684\u6784\u5efa\u3001\u5efa\u6a21\u3001\u5b58\u50a8\u548c\u67e5\u8be2\u3002<\/li>\n<li><strong>Haystack<\/strong>\uff1aHaystack\u662f\u4e00\u4e2a\u7aef\u5230\u7aef\u6846\u67b6\uff0c\u7528\u4e8e\u6784\u5efa\u7531LLM\u3001Transformer\u6a21\u578b\u3001\u5411\u91cf\u641c\u7d22\u7b49\u9a71\u52a8\u7684\u5e94\u7528\u7a0b\u5e8f\u3002 \u5b83\u652f\u6301\u5404\u79cd\u7528\u4f8b\uff0c\u5305\u62ecRAG\u3001\u6587\u6863\u641c\u7d22\u3001\u95ee\u7b54\u548c\u7b54\u6848\u751f\u6210\u3002 Haystack\u80fd\u591f\u5c06\u6700\u5148\u8fdb\u7684\u5d4c\u5165\u6a21\u578b\u548cLLM\u7f16\u6392\u5230\u81ea\u5b9a\u4e49\u7ba1\u9053\u4e2d\uff0c\u4ee5\u521b\u5efa\u5168\u9762\u7684NLP\u5e94\u7528\u7a0b\u5e8f\u3002\u6b64\u5916\uff0c\u5b83\u652f\u6301Neo4j\u4f5c\u4e3aDocumentStore\uff0c\u4f7f\u5176\u9002\u7528\u4e8e\u6587\u6863\u56fe\u7684\u5b58\u50a8\u548c\u67e5\u8be2\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n<h3>\u79d1\u5b66\u56fe\u8c31<\/h3>\n<p>\u79d1\u5b66\u56fe\u8c31\u662f\u6307\u5728\u836f\u7269\u53d1\u73b0\u548c\u751f\u7269\u533b\u5b66\u7b49\u9886\u57df\u4f7f\u7528\u7684\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u8fd9\u4e24\u8005\u90fd\u662fGraphRAG\u5e38\u89c1\u7684\u5e94\u7528\u9886\u57df\u3002\u56e0\u6b64\uff0c\u5728\u672c\u8282\u4e2d\uff0c\u79d1\u5b66\u56fe\u8c31\u7279\u6307\u5206\u5b50\u56fe\u8c31\u548c\u533b\u5b66\u56fe\u8c31\u3002<\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u79d1\u5b66\u4eba\u5de5\u667a\u80fd\u7684\u5f00\u53d1\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u548c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6280\u672f\u6b63\u65e5\u76ca\u63a8\u52a8\u4ece\u5b9e\u9a8c\u6570\u636e\u4e2d\u8fdb\u884c\u79d1\u5b66\u53d1\u73b0\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7b49\u751f\u6210\u6a21\u578b\u5728\u5904\u7406\u79d1\u5b66\u56fe\u8c31\u6570\u636e\uff08\u5305\u62ec\u5206\u5b50\u56fe\u8c31\u548c\u751f\u7269\u533b\u5b66\u56fe\u8c31\uff09\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u6210\u529f\u3002\u4f8b\u5982\uff0c\u5728\u5206\u5b50\u56fe\u8c31\u4e2d\uff0c\u539f\u5b50\u5145\u5f53\u8282\u70b9\uff0c\u800c\u5316\u5b66\u952e\u4ee3\u8868\u8fb9\uff0c\u6355\u6349\u5206\u5b50\u7684\u7ed3\u6784\u3002AI\u6280\u672f\u53ef\u4ee5\u5904\u7406\u8fd9\u4e9b\u56fe\u4e0a\u7684\u9884\u6d4b\u548c\u751f\u6210\u4efb\u52a1\uff0c\u4ece\u800c\u63a8\u52a8\u836f\u7269\u53d1\u73b0\u7b49\u9886\u57df\u7684\u8fdb\u6b65\u3002<\/p>\n<p>\u5c3d\u7ba1\u50cfLLM\u8fd9\u6837\u7684\u5927\u578b\u751f\u6210\u6a21\u578b\u5177\u6709\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u80fd\u529b\uff0c\u4f46\u4ecd\u6709\u4e00\u4e9b\u6311\u6218\u963b\u788d\u4e86\u5b83\u4eec\u5728\u79d1\u5b66\u9886\u57df\u7684\u5e94\u7528\u3002\u6700\u7a81\u51fa\u7684\u6311\u6218\u4e4b\u4e00\u662f\u7f3a\u4e4f\u7279\u5b9a\u9886\u57df\u7684\u4e13\u4e1a\u77e5\u8bc6\u3002\u5728\u836f\u7269\u53d1\u73b0\u7b49\u9886\u57df\uff0c\u5206\u5b50\u751f\u6210\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u4f20\u7edf\u7684\u751f\u6210\u6a21\u578b\u5f80\u5f80\u96be\u4ee5\u751f\u6210\u6b63\u786e\u6216\u79d1\u5b66\u6709\u6548\u7684\u7ed3\u6784\u3002\u5728\u533b\u5b66\u95ee\u7b54\uff08QA\uff09\u4efb\u52a1\u4e2d\uff0c\u7ecf\u5e38\u4f1a\u9047\u5230\u9519\u8bef\u7b54\u6848\u3001\u5e7b\u89c9\u548c\u53ef\u89e3\u91ca\u6027\u6709\u9650\u7b49\u95ee\u9898\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u6700\u8fd1\u7684\u4e00\u4e9b\u5de5\u4f5c\u63d0\u51fa\u4e86\u5229\u7528\u5916\u90e8\u77e5\u8bc6\u5e93\u901a\u8fc7GraphRAG\u6765\u589e\u5f3a\u751f\u6210\u80fd\u529b\u3002GraphRAG\u901a\u8fc7\u4ece\u5927\u91cf\u7684\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u7684\u79d1\u5b66\u56fe\u8c31\u6765\u6307\u5bfc\u751f\u6210\u6216\u56de\u7b54\u8fc7\u7a0b\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u51c6\u786e\u6027\u3002\u901a\u8fc7\u7ed3\u5408\u5df2\u77e5\u7684\u6709\u6548\u56fe\u7ed3\u6784\uff0c\u8fd9\u79cd\u65b9\u6cd5\u786e\u4fdd\u4e86\u79d1\u5b66\u6709\u6548\u6027\uff0c\u5229\u7528\u73b0\u6709\u77e5\u8bc6\u7528\u4e8e\u5b9e\u9645\u5e94\u7528\uff0c\u5e76\u901a\u8fc7\u7f29\u5c0f\u641c\u7d22\u7a7a\u95f4\u6765\u52a0\u901f\u751f\u6210\u8fc7\u7a0b\u3002<\/p>\n<h4>\u5e94\u7528\u4efb\u52a1<\/h4>\n<p>\u79d1\u5b66\u56fe\u8c31\u5bf9\u5404\u79cd\u4efb\u52a1\u90fd\u5f88\u6709\u76ca\u3002\u5728\u672c\u5c0f\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u56de\u987e\u4e00\u4e9b\u79d1\u5b66\u56fe\u8c31\u53ef\u4ee5\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u7684\u4ee3\u8868\u6027\u4efb\u52a1\u3002<\/p>\n<ul>\n<li><strong>\u5206\u5b50\u751f\u6210<\/strong>\uff1a\u5206\u5b50\u751f\u6210\u662f\u6307\u521b\u5efa\u6216\u8bbe\u8ba1\u65b0\u7684\u5206\u5b50\u7ed3\u6784\u7684\u8fc7\u7a0b\uff0c\u901a\u5e38\u4f7f\u7528\u751f\u6210\u6a21\u578b\u3002\u5b83\u5728\u836f\u7269\u53d1\u73b0\u7b49\u9886\u57df\u53d1\u6325\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002\u79d1\u5b66\u56fe\u8c31\uff0c\u7279\u522b\u662f\u5206\u5b50\u56fe\u8c31\u7684\u4f7f\u7528\uff0c\u53ef\u4ee5\u63d0\u9ad8\u5206\u5b50\u751f\u6210\u4e2d\u751f\u6210\u7684\u5206\u5b50\u7ed3\u6784\u7684\u5408\u7406\u6027\u548c\u51c6\u786e\u6027\u3002\u901a\u5e38\uff0c\u4f1a\u7ed9\u51fa\u4e00\u4e2a\u7c7b\u4f3c\u5206\u5b50\u7684\u67e5\u8be2\u6765\u68c0\u7d22\u6700\u76f8\u5173\u7684\u5206\u5b50\u7ed3\u6784\uff0c\u4ee5\u6307\u5bfc\u5206\u5b50\u751f\u6210\u3002<\/li>\n<li><strong>\u5206\u5b50\u6027\u8d28\u9884\u6d4b<\/strong>\uff1a\u5206\u5b50\u6027\u8d28\u9884\u6d4b\u662f\u6307\u5229\u7528\u8ba1\u7b97\u65b9\u6cd5\u6839\u636e\u5206\u5b50\u7684\u7ed3\u6784\u6765\u4f30\u8ba1\u5176\u7269\u7406\u3001\u5316\u5b66\u6216\u751f\u7269\u6027\u8d28\u3002\u5b83\u5df2\u88ab\u8bc1\u660e\u5728\u52a0\u901f\u836f\u7269\u7814\u53d1\u8fc7\u7a0b\u65b9\u9762\u975e\u5e38\u6709\u6548\uff0c\u540c\u65f6\u663e\u8457\u964d\u4f4e\u4e86\u76f8\u5173\u6210\u672c\u3002\u4f7f\u7528\u79d1\u5b66\u56fe\u8c31\uff0c\u7279\u522b\u662f\u5206\u5b50\u56fe\u8c31\uff0c\u53ef\u4ee5\u63d0\u9ad8\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002\u4e3a\u6b64\uff0c\u63d0\u4f9b\u4e00\u4e2a\u67e5\u8be2\u5206\u5b50\uff0c\u5e76\u8bc6\u522b\u7c7b\u4f3c\u7684\u5206\u5b50\u4f5c\u4e3a\u793a\u4f8b\u6765\u6539\u8fdb\u9884\u6d4b\u3002<\/li>\n<li><strong>\u95ee\u7b54<\/strong>\uff1a\u79d1\u5b66\u9886\u57df\u7684\u95ee\u7b54(QA)\u6307\u7684\u662f\u5229\u7528\u8ba1\u7b97\u65b9\u6cd5\u4e3a\u79d1\u5b66\u95ee\u9898\u63d0\u4f9b\u51c6\u786e\u4e14\u7279\u5b9a\u4e8e\u4e0a\u4e0b\u6587\u7684\u7b54\u6848\u3002\u8fd9\u6d89\u53ca\u4ece\u79d1\u5b66\u6587\u732e\u3001\u6570\u636e\u5e93\u6216\u5176\u4ed6\u8d44\u6e90\u68c0\u7d22\u6216\u751f\u6210\u4fe1\u606f\uff0c\u4ee5\u89e3\u51b3\u590d\u6742\u3001\u7279\u5b9a\u9886\u57df\u7684\u67e5\u8be2\uff0c\u4f8b\u5982\u201c\u996d\u540e\uff0c\u6211\u611f\u89c9\u6709\u70b9\u80c3\u9178\u53cd\u6d41\uff0c\u6211\u5e94\u8be5\u670d\u7528\u4ec0\u4e48\u836f\u7269\uff1f\u201d\u5728 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PubChem\u3001ChEMBL\u548cZINC\u7b49\u5206\u5b50\u6570\u636e\u5e93\uff0c\u4ee5\u53caPubMed\u548cClinicalTrials\u7b49\u751f\u7269\u533b\u5b66\u6587\u732e\u548c\u6570\u636e\u6e90\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u8de8\u4e0d\u540c\u9886\u57df\u7684\u5e7f\u6cdb\u4fe1\u606f\u57fa\u7840\uff0c\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u53ef\u9760\u4e14\u6743\u5a01\u7684\u53c2\u8003\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u79c1\u6709\u6570\u636e\u96c6\u5305\u542b\u7528\u6237\u7279\u5b9a\u4fe1\u606f\uff0c\u4f8b\u5982\u533b\u9662\u7684\u533b\u7597\u8bb0\u5f55\u6216\u673a\u5bc6\u7684\u4e34\u5e8a\u8bd5\u9a8c\u6570\u636e\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u9ad8\u5ea6\u673a\u5bc6\u4e14\u5177\u6709\u552f\u4e00\u6027\uff0c\u4f7fGraphRAG\u6a21\u578b\u80fd\u591f\u63d0\u4f9b\u4e2a\u6027\u5316\u548c\u4e13\u6709\u7684\u77e5\u8bc6\u652f\u6301\u3002<\/p>\n<p>\u5bf9\u4e8e\u5316\u5b66\u800c\u8a00\uff0c\u5206\u5b50\u53ef\u4ee5\u7528\u56db\u79cd\u4e3b\u8981\u5f62\u5f0f\u8868\u793a\uff1a\u4e00\u7ef4SMILES\uff08\u7b80\u5316\u5206\u5b50\u8f93\u5165\u884c\u8f93\u5165\u7cfb\u7edf\uff09\u3001\u4e8c\u7ef4\u5206\u5b50\u56fe\u3001\u5177\u6709\u5750\u6807\u7684\u4e09\u7ef4\u5206\u5b50\u56fe\u548c\u63cf\u8ff0\u5206\u5b50\u7ed3\u6784\u7684\u6587\u672c\u8bf4\u660e\u30021D 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Wu\u7b49\u4eba\u901a\u8fc7\u63d0\u4f9b\u68c0\u7d22\u5230\u7684\u5b9e\u4f53\u540d\u79f0\u53ca\u5176\u5173\u7cfb\u7684\u4e32\u8054\u5f62\u5f0f\u6765\u63d0\u793a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u56de\u7b54\u95ee\u9898\u3002\u8fd9\u79cd\u65b9\u6cd5\u5305\u62ec\u4ece\u5916\u90e8\u77e5\u8bc6\u6e90\u68c0\u7d22\u76f8\u5173\u7684\u5b9e\u4f53\u53ca\u5176\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5e76\u5c06\u8fd9\u4e9b\u4fe1\u606f\u6784\u9020\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8fde\u8d2f\u8f93\u5165\u3002DALK\u96c6\u6210\u67e5\u8be2\u5e76\u68c0\u7d22\u77e5\u8bc6\uff0c\u7136\u540e\u5c06\u5176\u8f93\u5165\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u4e2d\u8fdb\u884c\u63a8\u7406\u5e76\u83b7\u5f97\u9884\u6d4b\u7b54\u6848\u3002\u540c\u6837\uff0cKG-Rank \u5c06\u91cd\u65b0\u6392\u5e8f\u7684\u4e09\u5143\u7ec4\u4e0e\u4efb\u52a1\u63d0\u793a\u7ed3\u5408\u8d77\u6765\uff0c\u5e76\u5c06\u5b83\u4eec\u8f93\u5165\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u4e2d\u4ee5\u751f\u6210\u7b54\u6848\u3002\u4e0e\u4e0a\u8ff0\u65b9\u6cd5\u76f8\u53cd\uff0cSoman\u7b49\u4eba\u4ece\u4e0a\u4e0b\u6587\u526a\u679d\u5f00\u59cb\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u4ec5\u9009\u62e9\u5bf9\u5feb\u901f\u56de\u7b54\u67e5\u8be2\u6700\u76f8\u5173\u7684\u8bed\u4e49\u5143\u7d20\u6765\u7ec6\u5316\u68c0\u7d22\u5230\u7684\u4e0a\u4e0b\u6587\u3002\u7136\u540e\u5c06\u8f93\u5165\u63d0\u793a\u4e0e\u8fd9\u79cd\u4e0a\u4e0b\u6587\u611f\u77e5\u4fe1\u606f\u7ed3\u5408\u8d77\u6765\uff0c\u751f\u6210\u4e00\u4e2a\u4e30\u5bcc\u7684\u63d0\u793a\uff0c\u5c06\u5176\u8f93\u5165\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u4e2d\u8fdb\u884c\u6587\u672c\u751f\u6210\u3002 Delile\u7b49\u4eba\u5f00\u53d1\u4e86\u4e00\u79cd\u6570\u636e\u518d\u5e73\u8861\u673a\u5236\uff0c\u4ee5\u786e\u4fdd\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u6bcf\u4e2a\u5b9e\u4f53\u90fd\u6709\u5e73\u7b49\u7684\u673a\u4f1a\u5f97\u5230\u8868\u793a\uff0c\u540c\u65f6\u7a81\u51fa\u6700\u8fd1\u7684\u91cd\u8981\u53d1\u73b0\u3002\u7136\u540e\u5c06\u8fd9\u79cd\u518d\u5e73\u8861\u7684\u77e5\u8bc6\u4e0e\u67e5\u8be2\u63d0\u793a\u7ed3\u5408\u8d77\u6765\uff0c\u5e76\u4f5c\u4e3a\u8f93\u5165\u63d0\u4f9b\u7ed9\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u5d4c\u5165\u7684\u7ec4\u7ec7\u5668<\/strong>\uff1a\u57fa\u4e8e\u5d4c\u5165\u7684\u7ec4\u7ec7\u5668\u5c06\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4e0e\u8f93\u5165\u5d4c\u5165\u96c6\u6210\u5728\u4e00\u8d77\u4ee5\u751f\u6210\u54cd\u5e94\u3002\u5177\u4f53\u6765\u8bf4\uff0cWang\u7b49\u4eba\u4f7f\u7528\u8f7b\u91cf\u7ea7\u3001\u53ef\u8bad\u7ec3\u7684\u6807\u51c6\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u6765\u878d\u5408\u8f93\u5165\u5206\u5b50\u548c\u68c0\u7d22\u5230\u7684\u793a\u4f8b\u5206\u5b50\u7684\u5d4c\u5165\u3002\u540c\u6837\uff0cHuang\u7b49\u4eba\u4f7f\u7528\u53ef\u8bad\u7ec3\u7684\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u6765\u878d\u5408\u68c0\u7d22\u5230\u7684\u793a\u4f8b\u914d\u4f53\u548c\u751f\u6210\u7684\u5206\u5b50\u589e\u5f3a\u7684\u5d4c\u5165\u3002<\/li>\n<\/ul>\n<h4>\u751f\u6210\u5668<\/h4>\n<p>\u751f\u6210\u5668\u662fGraphRAG\u6a21\u578b\u7684\u6838\u5fc3\u7ec4\u4ef6\uff0c\u8d1f\u8d23\u901a\u8fc7\u5c06\u68c0\u7d22\u5230\u7684\u8bc1\u636e\u4e0e\u8f93\u5165\u6570\u636e\u96c6\u6210\u6765\u751f\u6210\u6700\u7ec8\u8f93\u51fa\u3002\u6839\u636e\u751f\u6210\u5668\u4f7f\u7528\u7684\u6a21\u578b\u7c7b\u578b\uff0c\u751f\u6210\u5668\u53ef\u4ee5\u5927\u81f4\u5206\u4e3a\u4e09\u7c7b\uff1a\u57fa\u4e8eTransformer\u7684\u751f\u6210\u5668\u3001\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u751f\u6210\u5668\u548c\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u5668\u3002<\/p>\n<ul>\n<li><strong>\u57fa\u4e8eTransformer\u7684\u751f\u6210\u5668<\/strong>\uff1aRetMol\u5229\u7528Megatron\u7248\u672c\u7684\u5206\u5b50\u751f\u6210\u6a21\u578bChemformer\u8fdb\u884c\u836f\u7269\u53d1\u73b0\u3002\u7279\u522b\u5730\uff0cChemformer\u6a21\u578b\u662f\u4e00\u4e2a\u57fa\u4e8eTransformer\u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u5e94\u7528\u4e8e\u5316\u5b66\u9886\u57df\u7684\u5404\u79cd\u4efb\u52a1\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u6269\u6563\u7684\u751f\u6210\u5668<\/strong>\uff1aHuang\u7b49\u4eba\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u57fa\u4e8e\u4ea4\u4e92\u7684\u68c0\u7d22\u589e\u5f3a\u6269\u6563\u6a21\u578b(IRDIFF)\uff0c\u7528\u4e8e\u57fa\u4e8e\u7ed3\u6784\u7684\u836f\u7269\u8bbe\u8ba1\u3002\u7279\u522b\u5730\uff0cIRDIFF\u80fd\u591f\u901a\u8fc7\u5229\u7528\u53c2\u8003\u86cb\u767d\u548c\u76ee\u6807\u86cb\u767d\u4e4b\u95f4\u7684\u86cb\u767d-\u5206\u5b50\u76f8\u4e92\u4f5c\u7528\u6570\u636e\u6765\u6307\u5bfc\u6269\u6563\u6a21\u578b\uff0c\u4ece\u800c\u751f\u6210\u4e0e\u76ee\u6807\u53e3\u888b\u5f3a\u70c8\u7ed3\u5408\u7684\u5206\u5b50\u3002<\/li>\n<li><strong>\u57fa\u4e8eLLM\u7684\u751f\u6210\u5668<\/strong>\uff1a\u4e00\u4e9b\u65b9\u6cd5\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u4f8b\u5982LLaMA2\u3001LLaMA3\u3001GPT-4\u548cGemini\u7b49\u3002\u4f8b\u5982MedGraphRAG\u5229\u7528GraphRAG\u6765\u63d0\u9ad8LLaMA2\u3001LLaMA3\u3001Gemini\u548cGPT-4\u7b49\u6a21\u578b\u5728\u533b\u5b66\u95ee\u7b54\u65b9\u9762\u7684\u56de\u7b54\u80fd\u529b\u3002MolecularGPT\u5229\u7528GraphRAG\u6765\u63d0\u9ad8GPT-3\u9884\u6d4b\u5206\u5b50\u6027\u8d28\u7684\u9884\u6d4b\u80fd\u529b\u3002DALK\u5229\u7528GraphRAG\u6765\u589e\u5f3aGPT-3.5-turbo\u56de\u7b54\u4e0e\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u76f8\u5173\u95ee\u9898\u7684\u80fd\u529b\u3002HyKGE\u5229\u7528GraphRAG\u6765\u589e\u5f3aGPT-3.5\u548cBaichuan13B\u7684\u533b\u5b66\u95ee\u7b54\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h4>\u8d44\u6e90\u548c\u5de5\u5177<\/h4>\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u6982\u8ff0\u79d1\u5b66\u9886\u57df\u5185\u56feRAG\u7cfb\u7edf\u4e2d\u5e38\u7528\u7684\u6570\u636e\u6e90\u548c\u5de5\u5177\uff0c\u5e76\u7b80\u8981\u4ecb\u7ecd\u6bcf\u4e2a\u9879\u76ee\u3002<\/p>\n<h5>\u6570\u636e\u8d44\u6e90<\/h5>\n<p>\u516c\u5171\u6570\u636e\u96c6\u901a\u5e38\u6765\u81ea\u8457\u540d\u7684\u8d44\u6e90\uff0c\u4f8b\u5982\u5206\u5b50\u6570\u636e\u5e93\uff1a<\/p>\n<ul>\n<li><strong>PubChem<\/strong>\uff1aPubChem\u5305\u542b\u5e7f\u6cdb\u7684\u5316\u5b66\u6570\u636e\uff0c\u5305\u62ec\u4e8c\u7ef4\u548c\u4e09\u7ef4\u7ed3\u6784\u3001\u5316\u5b66\u548c\u7269\u7406\u6027\u8d28\u3001\u751f\u7269\u6d3b\u6027\u3001\u836f\u7406\u5b66\u3001\u6bd2\u7406\u5b66\u3001\u836f\u7269\u9776\u70b9\u3001\u4ee3\u8c22\u3001\u5b89\u5168\u6307\u5357\u3001\u76f8\u5173\u4e13\u5229\u548c\u79d1\u5b66\u6587\u732e\u3002\u5176\u5927\u591a\u6570\u6761\u76ee\u90fd\u4e0e\u5c0f\u5206\u5b50\u6709\u5173\uff0c\u4e3b\u8981\u4fa7\u91cd\u4e8e\u5305\u542b\u5c11\u4e8e100\u4e2a\u539f\u5b50\u548c1000\u4e2a\u952e\u7684\u5206\u5b50\u3002<\/li>\n<li><strong>ChEMBL<\/strong>: \u5b83\u662f\u4e00\u4e2a\u516c\u5f00\u8bbf\u95ee\u7684\u6570\u636e\u5e93\uff0c\u5305\u542b\u5173\u4e8e\u836f\u7269\u3001\u7c7b\u4f3c\u836f\u7269\u7684\u5c0f\u5206\u5b50\u53ca\u5176\u751f\u7269\u6d3b\u6027\u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u8fd9\u4e2a\u7ecf\u8fc7\u7cbe\u5fc3\u6574\u7406\u7684\u8d44\u6e90\u4ee5\u5176\u5bf9\u836f\u7269\u53d1\u73b0\u8fc7\u7a0b\u7684\u5168\u9762\u8986\u76d6\u800c\u8457\u79f0\uff0c\u5305\u542b\u8d85\u8fc7 220 \u4e07\u79cd\u5316\u5408\u7269\u7684\u6570\u636e\u4ee5\u53ca\u8d85\u8fc7 1800 \u4e07\u6761\u8bb0\u5f55\uff0c\u8bb0\u5f55\u4e86\u5b83\u4eec\u5bf9\u751f\u7269\u7cfb\u7edf\u7684\u5f71\u54cd\u3002ChEMBL\u63d0\u4f9b\u4e86\u5173\u4e8e\u5c0f\u5206\u5b50\u4e0e\u5176\u86cb\u767d\u8d28\u9776\u6807\u4e4b\u95f4\u76f8\u4e92\u4f5c\u7528\u7684\u89c1\u89e3\uff0c\u4ee5\u53ca\u5173\u4e8e\u8fd9\u4e9b\u5316\u5408\u7269\u5982\u4f55\u5f71\u54cd\u7ec6\u80de\u548c\u673a\u4f53\u529f\u80fd\u7684\u6570\u636e\u3002\u5b83\u8fd8\u5305\u62ec\u5173\u4e8eADMET\uff08\u5438\u6536\u3001\u5206\u5e03\u3001\u4ee3\u8c22\u3001\u6392\u6cc4\u548c\u6bd2\u6027\uff09\u7279\u5f81\u7684\u4fe1\u606f\u3002\u8be5\u6570\u636e\u5e93\u5b58\u50a8\u4e8c\u7ef4\u7ed3\u6784\u3001\u8ba1\u7b97\u51fa\u7684\u5206\u5b50\u7279\u6027\uff08\u5982 logP\u3001\u5206\u5b50\u91cf\u548c Lipinski \u4e94\u89c4\u5219\u53c2\u6570\uff09\u4ee5\u53ca\u751f\u7269\u6d3b\u6027\u6570\u636e\uff0c\u5982\u7ed3\u5408\u4eb2\u548c\u529b\u548c\u836f\u7406\u4f5c\u7528\u3002<\/li>\n<li><strong>ZINC<\/strong> : ZINC\u6570\u636e\u96c6\u662f\u7ecf\u8fc7\u7cbe\u5fc3\u6574\u7406\u7684\u5e02\u552e\u5316\u5408\u7269\u7684\u96c6\u5408\uff0c\u4e13\u95e8\u7528\u4e8e\u865a\u62df\u7b5b\u9009\u3002\u5b83\u63d0\u4f9b\u4e86\u8d85\u8fc72.3\u4ebf\u79cd\u53ef\u8d2d\u4e70\u76843D\u683c\u5f0f\u5316\u5408\u7269\uff0c\u53ef\u7528\u4e8e\u5bf9\u63a5\uff0c\u4ee5\u53ca\u8d85\u8fc77.5\u4ebf\u79cd\u53ef\u7528\u4e8e\u7c7b\u4f3c\u7269\u641c\u7d22\u7684\u5316\u5408\u7269\u3002\u6bcf\u4e2a\u5206\u5b50\u90fd\u8c03\u6574\u5230\u751f\u7269\u5b66\u76f8\u5173\u7684\u8d28\u5b50\u5316\u72b6\u6001\uff0c\u5e76\u7528\u5206\u5b50\u91cf\u3001\u8ba1\u7b97LogP\u548c\u53ef\u65cb\u8f6c\u952e\u7b49\u5c5e\u6027\u8fdb\u884c\u6807\u6ce8\u3002\u8be5\u5e93\u5305\u542b\u4f9b\u5e94\u5546\u548c\u8d2d\u4e70\u8be6\u7ec6\u4fe1\u606f\uff0c\u4f7f\u5176\u4e0e\u51e0\u79cd\u5e7f\u6cdb\u4f7f\u7528\u7684\u5bf9\u63a5\u8f6f\u4ef6\u7a0b\u5e8f\u517c\u5bb9\u3002\u5316\u5408\u7269\u5728\u67d0\u4e9b\u7ea6\u675f\u6761\u4ef6\u4e0b\u4ee5\u591a\u79cd\u8d28\u5b50\u5316\u72b6\u6001\u548c\u4e92\u53d8\u5f02\u6784\u4f53\u5f62\u5f0f\u63d0\u4f9b\uff0c\u67d0\u4e9b\u683c\u5f0f\u751a\u81f3\u6bcf\u4e2a\u5206\u5b50\u63d0\u4f9b\u591a\u79cd\u6784\u8c61\u3002ZINC\u6570\u636e\u5e93\u53ef\u514d\u8d39\u4e0b\u8f7d\uff0c\u5e76\u63d0\u4f9b\u591a\u79cd\u5e38\u7528\u6587\u4ef6\u683c\u5f0f\uff0c\u5305\u62ecSMILES\u3001mol2\u30013D SDF\u548cDOCK flexibase\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u8fd8\u6709\u4ee5\u4e0b\u751f\u7269\u533b\u5b66\u6570\u636e\u6e90\uff1a<\/p>\n<ul>\n<li><strong>PubMed<\/strong>:PubMed\u662f\u4e00\u4e2a\u514d\u8d39\u8bbf\u95ee\u7684\u6570\u636e\u5e93\uff0c\u4e3b\u8981\u5305\u542bMEDLINE\u96c6\u5408\uff0c\u5176\u4e2d\u5305\u542b\u751f\u547d\u79d1\u5b66\u548c\u751f\u7269\u533b\u5b66\u7684\u53c2\u8003\u6587\u732e\u548c\u6458\u8981\u3002PubMed\u7531\u7f8e\u56fd\u56fd\u7acb\u536b\u751f\u7814\u7a76\u9662(NIH)\u4e0b\u5c5e\u7684\u7f8e\u56fd\u56fd\u7acb\u533b\u5b66\u56fe\u4e66\u9986(NLM)\u7ba1\u7406\uff0c\u662fEntrez\u68c0\u7d22\u7cfb\u7edf\u7684\u4e00\u90e8\u5206\u3002\u622a\u81f32023\u5e745\u670823\u65e5\uff0cPubMed\u5305\u542b\u8d85\u8fc73500\u4e07\u6761\u5f15\u6587\u548c\u6458\u8981\uff0c\u8bb0\u5f55\u53ef\u8ffd\u6eaf\u52301966\u5e74\uff0c\u90e8\u5206\u53ef\u8ffd\u6eaf\u52301865\u5e74\uff0c\u751a\u81f3\u5c11\u6570\u53ef\u8ffd\u6eaf\u52301809\u5e74\u3002\u5728\u6b64\u65e5\u671f\uff0c\u5927\u7ea62460\u4e07\u6761\u8bb0\u5f55\u5305\u542b\u6458\u8981\uff0c2680 \u4e07\u6761\u8bb0\u5f55\u63d0\u4f9b\u5168\u6587\u6587\u7ae0\u94fe\u63a5\uff0c\u5176\u4e2d\u7ea61090\u4e07\u6761\u53ef\u514d\u8d39\u83b7\u5f97\u3002 \u5728\u8fc7\u53bb\u5341\u5e74\uff08\u622a\u81f32019\u5e7412\u670831\u65e5\uff09\uff0cPubMed\u5e73\u5747\u6bcf\u5e74\u65b0\u589e\u8fd1\u767e\u4e07\u6761\u65b0\u8bb0\u5f55\u3002<\/li>\n<li><strong>ClinicalTrials<\/strong>:ClinicalTrials\u662f\u4e00\u4e2a\u5168\u7403\u6027\u7684\u6ce8\u518c\u548c\u6570\u636e\u5e93\uff0c\u63d0\u4f9b\u7531\u79c1\u4eba\u548c\u516c\u5171\u8d44\u91d1\u8d44\u52a9\u7684\u4e34\u5e8a\u7814\u7a76\u4fe1\u606f\u3002\u8be5\u8d44\u6e90\u7531\u7f8e\u56fd\u56fd\u5bb6\u533b\u5b66\u56fe\u4e66\u9986\u7ba1\u7406\uff0c\u5305\u542b\u6bcf\u9879\u7814\u7a76\u65b9\u6848\u7684\u6458\u8981\uff0c\u5e76\u4e14\u5bf9\u4e8e\u67d0\u4e9b\u7814\u7a76\uff0c\u7ed3\u679c\u4ee5\u8868\u683c\u5f62\u5f0f\u63d0\u4f9b\u3002\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u7814\u7a76\u72b6\u6001\u3001\u75be\u75c5\u6216\u75c5\u75c7\u3001\u56fd\u5bb6\/\u5730\u533a\u548c\u5176\u4ed6\u5173\u952e\u8bcd\u7b49\u6807\u51c6\u641c\u7d22\u7814\u7a76\u3002\u8be5\u6570\u636e\u5e93\u4e0d\u65ad\u66f4\u65b0\uff0c\u76ee\u524d\u5305\u542b\u5df2\u5728\u7f8e\u56fd\u6240\u6709\u5dde\u548c\u5168\u7403200\u591a\u4e2a\u56fd\u5bb6\/\u5730\u533a\u5f00\u5c55\u768430\u591a\u4e07\u9879\u7814\u7a76\u3002<\/li>\n<li><strong>\u5f00\u6e90\u533b\u5b66\u77e5\u8bc6\u56fe\u8c31<\/strong>:CMeKG\uff08\u4e34\u5e8a\u533b\u5b66\u77e5\u8bc6\u56fe\u8c31\uff09CPubMed-KG\uff08\u5927\u578b\u4e2d\u6587\u5f00\u653e\u533b\u5b66\u77e5\u8bc6\u56fe\u8c31\uff09\u548cDisease-KG\uff08\u4e2d\u6587\u75be\u75c5\u77e5\u8bc6\u56fe\u8c31\uff09\u662f\u6574\u5408\u4e86\u5927\u91cf\u533b\u5b66\u6587\u672c\u6570\u636e\uff08\u6db5\u76d6\u75be\u75c5\u3001\u836f\u7269\u3001\u75c7\u72b6\u548c\u8bca\u65ad\u6cbb\u7597\u7b49\u9886\u57df\uff09\u7684\u5f00\u6e90\u533b\u5b66\u77e5\u8bc6\u56fe\u8c31\u3002\u7ec4\u5408\u540e\u7684\u77e5\u8bc6\u56fe\u8c31\u5305\u542b1,288,721\u4e2a\u5b9e\u4f53\u548c3,569,427\u4e2a\u5173\u7cfb\u3002<\/li>\n<\/ul>\n<h5>\u5de5\u5177<\/h5>\n<ul>\n<li><strong>RDKit<\/strong>:RDKit\u662f\u4e00\u4e2a\u7528\u4e8e\u5316\u5b66\u4fe1\u606f\u5b66\u7684\u5f00\u6e90\u5de5\u5177\u5305\u3002 RDKit\u5177\u6709\u51e0\u4e2a\u5173\u952e\u7279\u6027\uff1a\u5b83\u53ef\u4ee5\u901a\u8fc7\u8bfb\u53d6\u548c\u5199\u5165\u5404\u79cd\u6587\u4ef6\u683c\u5f0f\uff08\u4f8b\u5982SMILES\u3001InChI\u548cMol\u6587\u4ef6\uff09\u6765\u5904\u7406\u5316\u5b66\u7ed3\u6784\u3002\u5b83\u751f\u6210\u591a\u79cd\u7c7b\u578b\u7684\u5206\u5b50\u6307\u7eb9\uff0c\u4ece\u800c\u80fd\u591f\u8fdb\u884c\u5316\u5b66\u7ed3\u6784\u6bd4\u8f83\u548c\u76f8\u4f3c\u6027\u641c\u7d22\u3002RDKit\u8fd8\u63d0\u4f9b\u7528\u4e8e\u8ba1\u7b97\u5206\u5b50\u76f8\u4f3c\u6027\u7684\u7b97\u6cd5\uff0c\u5e76\u652f\u6301\u5316\u5b66\u53cd\u5e94\u7684\u8868\u793a\u548c\u5904\u7406\uff0c\u5305\u62ec\u8bc6\u522b\u53cd\u5e94\u7269\u548c\u4ea7\u7269\u3002\u867d\u7136\u5b83\u672c\u8eab\u4e0d\u63d0\u4f9b\u5206\u5b50\u5bf9\u63a5\u529f\u80fd\uff0c\u4f46RDKit\u53ef\u4ee5\u4e0e\u5176\u4ed6\u5bf9\u63a5\u5de5\u5177\u96c6\u6210\u3002\u6b64\u5916\uff0cRDKit\u652f\u6301\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u5141\u8bb8\u5bf9\u5316\u5b66\u6570\u636e\u8fdb\u884c\u6a21\u5f0f\u8bc6\u522b\u5e76\u6784\u5efa\u9884\u6d4b\u6a21\u578b\u3002<\/li>\n<li><strong>CADRO<\/strong>:\u5e38\u89c1\u7684\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u53ca\u76f8\u5173\u75f4\u5446\u75c7\u7814\u7a76\u672c\u4f53(CADRO)\u7528\u4e8e\u4ece\u533b\u5b66\u95ee\u7b54\u6570\u636e\u96c6\u63d0\u53d6\u963f\u5c14\u8328\u6d77\u9ed8\u75c5(AD)\u76f8\u5173\u6837\u672c\u5b50\u96c6\u4ee5\u8fdb\u884c\u8bc4\u4f30\u3002CADRO\u5c06\u672f\u8bed\u7ec4\u7ec7\u6210\u4e00\u4e2a\u4e09\u5c42\u5206\u7c7b\u7cfb\u7edf\uff0c\u5305\u542b\u516b\u4e2a\u4e3b\u8981\u7c7b\u522b\u548c\u591a\u4e2a\u5b50\u7c7b\u522b\uff0c\u91cd\u70b9\u5173\u6ce8AD\u548c\u76f8\u5173\u75f4\u5446\u75c7\uff0c\u5176\u4e2d\u5305\u542b\u8be5\u9886\u57df\u5e38\u7528\u7684\u672f\u8bed\u6216\u5173\u952e\u8bcd\u3002\u7528\u6237\u53ef\u4ece 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\u4e3a\u4e86\u89e3\u51b3\u8fd9\u79cd\u5e7b\u89c9\u95ee\u9898\uff0c\u901a\u5e38\u4f7f\u7528\u771f\u5b9e\u6587\u672c\u4f5c\u4e3a\u751f\u6210\u7684\u6587\u672c\u7684\u4f9d\u636e\uff0c\u4f8b\u5982\u5c06\u751f\u6210\u7684\u9879\u76ee\u4e0e\u5e73\u53f0\u4e0a\u7684\u771f\u5b9e\u9879\u76ee\u8fdb\u884c\u5339\u914d\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u9884\u6d4b\u7684\u751f\u6210<\/strong>\uff1a\u8be5\u751f\u6210\u5668\u76f4\u63a5\u9884\u6d4b\u8f93\u51fa\uff0c\u4e3b\u8981\u7528\u4e8e\u975e\u6587\u672c\u4efb\u52a1\uff0c\u4f8b\u5982\u9879\u76ee\u63a8\u8350\u548c\u793e\u4ea4\u9884\u6d4b\u3002\u4f8b\u5982\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\u5df2\u6210\u4e3a\u57fa\u4e8e\u56fe\u7684\u63a8\u8350\u7684\u6d41\u884c\u9009\u62e9\uff0c\u5e76\u4e14Transformer\u7528\u4e8e\u9879\u76ee\u63a8\u8350\u4efb\u52a1\u3002\u6b64\u5916\uff0c\u5728\u793e\u4ea4\u5c5e\u6027\u9884\u6d4b\u4e2d\uff0c\u751f\u6210\u5668\u53ef\u4ee5\u53ea\u662f\u4e00\u4e2a\u7528\u4e8e\u5206\u7c7b\uff08\u4f8b\u5982\uff0c\u515a\u6d3e\u5206\u7c7b\uff09\u6216\u56de\u5f52\uff08\u4f8b\u5982\uff0c\u9053\u5fb7\u56de\u5f52\uff09\u7684\u591a\u5c42\u611f\u77e5\u5668\u3002<\/li>\n<\/ul>\n<h4>\u8d44\u6e90\u548c\u5de5\u5177<\/h4>\n<p>\u672c\u8282\u5217\u51fa\u4e86\u5728\u793e\u4ea4\u56fe\u4e0a\u4f7f\u7528 GraphRAG \u7684\u5e38\u7528\u8d44\u6e90\u548c\u5de5\u5177\u3002 \u6458\u8981\u548c\u94fe\u63a5\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<h5>\u6570\u636e\u8d44\u6e90<\/h5>\n<ul>\n<li><strong>STARK-Amazon<\/strong>\uff1aSTARK-Amazon\u662f\u4e00\u4e2a\u5927\u578b\u534a\u7ed3\u6784\u5316\u68c0\u7d22\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u4e9a\u9a6c\u900a\u5e73\u53f0\u4e0a\u7684\u4ea7\u54c1\u641c\u7d22\uff0c\u5b83\u6574\u5408\u4e86\u6587\u672c\u548c\u5173\u7cfb\u77e5\u8bc6\u5e93\u3002\u6570\u636e\u96c6\u4e2d\u7684\u8282\u70b9\u4ee3\u8868\u4ea7\u54c1\u3001\u989c\u8272\u3001\u54c1\u724c\u548c\u7c7b\u522b\uff0c\u800c\u8fb9\u5219\u6355\u83b7\u8bf8\u5982 also_bought\u3001also_viewed\u3001has_brand\u3001has_category \u548c has_color \u4e4b\u7c7b\u7684\u5173\u7cfb\u3002\u5305\u62ec\u4ea7\u54c1\u63cf\u8ff0\u3001\u5ba2\u6237\u8bc4\u8bba\u548c\u5b9e\u4f53\u540d\u79f0\u5728\u5185\u7684\u4e30\u5bcc\u7684\u6587\u672c\u4fe1\u606f\uff0c\u4e3a\u68c0\u7d22\u4efb\u52a1\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u4e0a\u4e0b\u6587\u3002\u67e5\u8be2\u662f\u901a\u8fc7\u91c7\u6837\u5173\u7cfb\u6a21\u677f\u5e76\u5c06\u5176\u4e0e\u7279\u5b9a\u5b9e\u4f53\u5173\u8054\uff0c\u7136\u540e\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u6765\u5408\u6210\u76f8\u5173\u7684\u6587\u672c\u548c\u5173\u7cfb\u4fe1\u606f\u751f\u6210\u7684\u3002\u6b64\u8fc7\u7a0b\u4ea7\u751f\u7684\u67e5\u8be2\u80fd\u591f\u6355\u6349\u5ba2\u6237\u5174\u8da3\uff0c\u89e3\u91ca\u4e13\u4e1a\u63cf\u8ff0\uff0c\u5e76\u63a8\u65ad\u67e5\u8be2\u4e2d\u6d89\u53ca\u591a\u4e2a\u5b9e\u4f53\u7684\u5173\u7cfb\u3002<\/li>\n<li><strong>Amazon-Review<\/strong>\uff1aAmazon-Review\u6570\u636e\u96c6\u5305\u542b\u5e26\u6709\u8bc4\u5206\u3001\u6587\u672c\u548c\u6709\u7528\u6027\u6295\u7968\u7684\u8bc4\u8bba\uff0c\u4ee5\u53ca\u4ea7\u54c1\u5143\u6570\u636e\uff0c\u4f8b\u5982\u63cf\u8ff0\u3001\u7c7b\u522b\u3001\u4ef7\u683c\u3001\u54c1\u724c\u548c\u56fe\u50cf\u7279\u5f81\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u901a\u8fc7\u201c\u4e5f\u6d4f\u89c8\u201d\u548c\u201c\u4e5f\u8d2d\u4e70\u201d\u56fe\u63d0\u4f9b\u94fe\u63a5\u4fe1\u606f\u3002\u6b64\u6570\u636e\u96c6\u6709\u4e24\u4e2a\u7248\u672c\uff1a\u521d\u59cb\u7248\u672c\u8bb0\u5f55\u4e861996\u5e74\u52302014\u5e74\u4e4b\u95f4\u7684\u8bc4\u8bba\u6570\u636e\uff0c\u800c\u8f83\u65b0\u7684\u7248\u672c\u8bb0\u5f55\u4e862014\u5e74\u7684\u6301\u7eed\u6570\u636e\u3002\u6700\u65b0\u7248\u672c\u8fd8\u6dfb\u52a0\u4e86\u65b0\u7684\u5143\u6570\u636e\uff0c\u5305\u62ec\u8be6\u7ec6\u7684\u4ea7\u54c1\u4fe1\u606f\u3001\u9879\u76ee\u7b26\u53f7\u548c\u9053\u5fb7\u7ec6\u8282\u8868\u3002\u793e\u4ea4\u56fe\u8c31\u4e2d\u5e7f\u6cdb\u7684GraphRAG\u5de5\u4f5c\u5df2\u5229\u7528\u6b64\u6570\u636e\u96c6\u6784\u5efa\u7528\u4e8e\u63a8\u8350\u7814\u7a76\u7684RAG\u6846\u67b6\u3002<\/li>\n<li><strong>MovieLens<\/strong>\uff1aMovieLens\u6570\u636e\u96c6\u63cf\u8ff0\u4e86\u4eba\u4eec\u5bf9\u7535\u5f71\u8868\u8fbe\u7684\u504f\u597d\u3002\u8fd9\u4e9b\u504f\u597d\u91c7\u7528\u5143\u7ec4\u7684\u5f62\u5f0f\uff0c\u6bcf\u4e2a\u5143\u7ec4\u90fd\u5bfc\u81f4\u4e00\u4e2a\u4eba\u5728\u7279\u5b9a\u65f6\u95f4\u8868\u8fbe\u5bf9\u7535\u5f71\u7684\u504f\u597d\uff080-5 \u661f\u8bc4\u5206\uff09\u3002\u8fd9\u4e9b\u504f\u597d\u662f\u901a\u8fc7MovieLens\u7f51\u7ad9\u8f93\u5165\u7684\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u63a8\u8350\u7cfb\u7edf\uff0c\u5b83\u8981\u6c42\u7528\u6237\u7ed9\u51fa\u7535\u5f71\u8bc4\u5206\u4ee5\u63a5\u6536\u4e2a\u6027\u5316\u7684\u7535\u5f71\u63a8\u8350\u3002\u8f85\u52a9\u4fe1\u606f\u5305\u62ec\u4ee5\u6587\u672c\u683c\u5f0f\u663e\u793a\u7684\u7535\u5f71\u6807\u9898\u3001\u5e74\u4efd\u548c\u7c7b\u578b\u3002\u8fdb\u4e00\u6b65\u6293\u53d6\u4e86\u53ef\u4ece\u6b64\u5904\u8bbf\u95ee\u7684\u7535\u5f71\u6d77\u62a5\u7684\u89c6\u89c9\u5185\u5bb9\u3002\u8bf7\u6ce8\u610f\uff0cMovielen-100k\u7ecf\u5e38\u88ab\u4f7f\u7528\uff0c\u5e76\u4e3a\u7528\u6237\u63d0\u4f9b\u4eba\u53e3\u7edf\u8ba1\u4fe1\u606f\uff0c\u4f8b\u5982\u7528\u6237 ID\u3001\u5e74\u9f84\u3001\u6027\u522b\u3001\u804c\u4e1a\u548c\u90ae\u653f\u7f16\u7801\u3002<\/li>\n<li><strong>Netflix<\/strong>\uff1a\u6b64\u6570\u636e\u96c6\u65e8\u5728\u652f\u6301Netflix\u5956\u7684\u53c2\u4e0e\u8005\u3002 \u7535\u5f71\u8bc4\u5206\u6587\u4ef6\u5305\u542b\u6765\u81ea48\u4e07\u540d\u968f\u673a\u9009\u62e9\u7684\u533f\u540dNetflix\u7528\u6237\u7684\u8d85\u8fc71\u4ebf\u6761\u8bc4\u5206\uff0c\u8fd9\u4e9b\u8bc4\u5206\u6db5\u76d6\u4e861.7\u4e07\u90e8\u7535\u5f71\u3002\u6570\u636e\u6536\u96c6\u65f6\u95f4\u4e3a1998\u5e7410\u6708\u81f32005\u5e7412\u6708\uff0c\u53cd\u6620\u4e86\u5728\u6b64\u671f\u95f4\u6536\u5230\u7684\u6240\u6709\u8bc4\u5206\u7684\u5206\u5e03\u60c5\u51b5\u3002\u8fd8\u63d0\u4f9b\u4e86\u6bcf\u4e2a\u8bc4\u5206\u7684\u65e5\u671f\u3001\u7535\u5f71\u6807\u9898\u4ee5\u53ca\u6bcf\u90e8\u7535\u5f71ID\u7684\u4e0a\u6620\u5e74\u4efd\u3002\u591a\u6a21\u5f0f\u4fa7\u4fe1\u606f\u662f\u901a\u8fc7\u7f51\u7edc\u722c\u53d6\u6536\u96c6\u7684\uff0c\u5e76\u8fdb\u4e00\u6b65\u5b58\u50a8\u5728\u6b64\u3002<\/li>\n<li><strong>Yelp<\/strong>\uff1aYelp\u6570\u636e\u96c6\u662f\u5b66\u672f\u7814\u7a76\u7684\u4e30\u5bcc\u8d44\u6e90\uff0c\u5c24\u5176\u662f\u5728\u6570\u636e\u79d1\u5b66\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u548c\u673a\u5668\u5b66\u4e60\u7b49\u9886\u57df\u3002\u6b64\u7efc\u5408\u6570\u636e\u96c6\u5305\u542b\u8d85\u8fc7690\u4e07\u6761\u8bc4\u8bba\u3001150346\u5bb6\u5546\u6237\u548c200100\u5f20\u7167\u7247\uff0c\u6db5\u76d611\u4e2a\u5927\u90fd\u5e02\u533a\u3002\u7814\u7a76\u4eba\u5458\u548c\u5b66\u751f\u53ef\u4ee5\u63a2\u7d22\u771f\u5b9e\u7684\u5546\u4e1a\u548c\u7528\u6237\u6570\u636e\uff0c\u5176\u4e2d\u5305\u542b\u6709\u5173\u5546\u6237\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u4f8b\u5982\u4f4d\u7f6e\u3001\u7c7b\u522b\u3001\u5c5e\u6027\uff08\u5982\u8425\u4e1a\u65f6\u95f4\u3001\u505c\u8f66\u4f4d\u548c\u73af\u5883\uff09\u4ee5\u53ca\u6c47\u603b\u7684\u7b7e\u5230\u4fe1\u606f\u3002\u8bc4\u8bba\u5305\u62ec\u5168\u6587\u5185\u5bb9\u3001\u7528\u6237\u8bc4\u5206\u548c\u5143\u6570\u636e\uff0c\u800c\u7528\u6237\u8d44\u6599\u5219\u63d0\u4f9b\u4e86\u5bf9\u793e\u4ea4\u4e92\u52a8\u548c\u884c\u4e3a\u7684\u89c1\u89e3\uff0c\u5305\u62ec\u670b\u53cb\u3001\u8d5e\u626c\u548c\u8bc4\u8bba\u5386\u53f2\u3002 \u6b64\u5916\uff0c\u8be5\u6570\u636e\u96c6\u8fd8\u5305\u542b908915\u6761\u63d0\u793a\uff0c\u63d0\u4f9b\u4e86\u5feb\u901f\u7684\u5efa\u8bae\u548c\u89c1\u89e3\uff0c\u4ee5\u53ca120\u4e07\u6761\u5546\u6237\u5c5e\u6027\uff0c\u63d0\u4f9b\u4e86\u5173\u4e8e\u670d\u52a1\u4ea7\u54c1\u7684\u8be6\u7ec6\u4fe1\u606f\u3002<\/li>\n<li><strong>\u5fae\u535a<\/strong>\uff1a\u5fae\u535a\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u65b0\u6d6a\u5fae\u535a\u5e73\u53f0\u4e0a\u7528\u6237\u4e92\u52a8\u3001\u884c\u4e3a\u548c\u793e\u4ea4\u8054\u7cfb\u7684\u4e30\u5bcc\u5feb\u7167\uff0c\u6355\u6349\u4e86\u793e\u4ea4\u7f51\u7edc\u7684\u9759\u6001\u548c\u52a8\u6001\u65b9\u9762\u3002\u4ece100\u4e2a\u968f\u673a\u9009\u62e9\u7684\u79cd\u5b50\u7528\u6237\u5f00\u59cb\uff0c\u8be5\u6570\u636e\u96c6\u6269\u5c55\u5230\u5305\u542b170\u4e07\u7528\u6237\u548c\u7ea64\u4ebf\u4e2a\u5173\u6ce8\u5173\u7cfb\uff0c\u5e73\u5747\u6bcf\u4e2a\u7528\u6237\u6709200\u4e2a\u5173\u6ce8\u8005\u3002\u6bcf\u4e2a\u7528\u6237\u90fd\u4ee5\u793e\u4ea4\u4e2a\u4eba\u8d44\u6599\u8be6\u7ec6\u4fe1\u606f\u4e3a\u7279\u5f81\uff0c\u5305\u62ec\u59d3\u540d\u3001\u6027\u522b\u3001\u9a8c\u8bc1\u72b6\u6001\u4ee5\u53ca\u5173\u6ce8\u8005\/\u88ab\u5173\u6ce8\u8005\u6570\u91cf\u3002\u63a8\u6587\u5185\u5bb9\u4ee5\u539f\u59cb\u4e2d\u6587\u548c\u7d22\u5f15\u683c\u5f0f\u63d0\u4f9b\uff0c\u652f\u6301\u5bf9\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u3001\u5185\u5bb9\u4f20\u64ad\u548c\u7528\u6237\u4e92\u52a8\u52a8\u6001\u7684\u6df1\u5165\u7814\u7a76\uff0c\u4f7f\u5176\u6210\u4e3aRAG\u7814\u7a76\u7684\u5b9d\u8d35\u8d44\u6e90\u3002<\/li>\n<li><strong>\u82f1\u56fd\u8131\u6b27<\/strong>\uff1a\u6b64\u6570\u636e\u96c6\u5305\u542bX\uff08Twitter\uff09\u7f51\u7edc\u7684\u4e00\u90e8\u5206\uff0c\u7279\u522b\u662f2016\u5e74\u82f1\u56fd\u5c31\u9000\u51fa\u6b27\u76df\u8fdb\u884c\u516c\u6295\u4e4b\u524d\u7684\u7559\u6b27\u4e0e\u8131\u6b27\u8bba\u8ff0\u3002\u5b83\u5305\u542b\u4e00\u4e2a\u62e5\u67097589\u4e2a\u7528\u6237\u3001532459\u4e2a\u5b9a\u5411\u5173\u6ce8\u5173\u7cfb\u548c19963\u6761\u63a8\u6587\u7684\u7f51\u7edc\uff0c\u6bcf\u6761\u63a8\u6587\u90fd\u4e0e\u4e8c\u5143\u7acb\u573a\u76f8\u5173\u8054\u3002\u6839\u636e\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u9884\u5904\u7406\uff0c\u4e3a\u6bcf\u4e2a\u7528\u6237\u5206\u914d\u4e00\u4e2a\u4ecb\u4e8e0\u548c1\u4e4b\u95f4\u7684\u6807\u91cf\u503c\uff0c\u79f0\u4e3a\u89c2\u70b9\uff0c\u4ee3\u8868\u7528\u6237\u8f6c\u53d1\u63a8\u6587\u7684\u5e73\u5747\u7acb\u573a\u3002\u6bcf\u6761\u63a8\u6587\u7684\u7acb\u573a\u8981\u4e48\u662f 0\uff08\u201c\u7559\u6b27\u201d\uff09\uff0c\u8981\u4e48\u662f 1\uff08\u201c\u8131\u6b27\u201d\uff09\u3002<\/li>\n<li><strong>Diginetica<\/strong>\uff1a\u6b64\u6570\u636e\u96c6\u5305\u542b\u6765\u81ea\u7535\u5b50\u5546\u52a1\u641c\u7d22\u5f15\u64ce\u7684\u7528\u6237\u4f1a\u8bdd\u65e5\u5fd7\u3002\u6570\u636e\u8de8\u8d8a\u516d\u4e2a\u6708\uff0c\u5e76\u6355\u83b7\u7528\u6237\u4ea4\u4e92\uff0c\u5305\u62ec\u70b9\u51fb\u3001\u4ea7\u54c1\u6d4f\u89c8\u548c\u8d2d\u4e70\u3002\u6bcf\u4e2a\u7528\u6237\u4f1a\u8bdd\uff08\u7531\u4e00\u5c0f\u65f6\u7684\u975e\u6d3b\u52a8\u65f6\u95f4\u5b9a\u4e49\uff09\u5305\u542b\u533f\u540d\u7528\u6237 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API\u3001X \u5e7f\u544aAPI\u548c\u9002\u7528\u4e8e\u7f51\u7ad9\u7684 X\u2014\u2014\u652f\u6301\u5e7f\u6cdb\u7684\u7528\u4f8b\uff0c\u4ece\u68c0\u7d22\u548c\u5206\u6790\u63a8\u6587\u5230\u7ba1\u7406\u5e7f\u544a\u6d3b\u52a8\u4ee5\u53ca\u5c06X\u5185\u5bb9\u76f4\u63a5\u5d4c\u5165\u7f51\u7ad9\u3002X API\u63d0\u4f9b\u7528\u4e8e\u7ba1\u7406\u5bf9\u8bdd\u3001\u63a2\u7d22\u8d8b\u52bf\u548c\u4e0e\u7528\u6237\u4e92\u52a8\u7684\u7aef\u70b9\uff0c\u800cX 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\u5177\u8eab\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u5177\u8eab\u89c4\u5212\u4efb\u52a1\u6d89\u53ca\u6307\u5bfc\u667a\u80fd\u4f53\u6839\u636e\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u548c\u6a21\u62df\u6216\u73b0\u5b9e\u4e16\u754c\u73af\u5883\u4e2d\u7684\u89c6\u89c9\u7ebf\u7d22\u6267\u884c\u4e00\u7cfb\u5217\u52a8\u4f5c\u3002\u8fd9\u4e9b\u4efb\u52a1\uff0c\u4f8b\u5982\u7ec4\u7ec7\u6216\u6e05\u6d01\uff0c\u7531\u4e8e\u6307\u4ee4\u4e0d\u660e\u786e\u3001\u7279\u5b9a\u4efb\u52a1\u77e5\u8bc6\u6709\u9650\u3001\u53cd\u9988\u7a00\u758f\u4ee5\u53ca\u590d\u6742\u591a\u53d8\u7684\u52a8\u4f5c\u7a7a\u95f4\u800c\u5bf9\u667a\u80fd\u4f53\u63d0\u51fa\u4e86\u6311\u6218\u3002<\/li>\n<\/ul>\n<h4>\u63a8\u7406\u548c\u89c4\u5212\u56fe\u6784\u5efa<\/h4>\n<p>\u5927\u591a\u6570\u73b0\u6709\u7684\u6784\u5efa\u63a8\u7406\u548c\u89c4\u5212\u56fe\u7684\u65b9\u6cd5\u90fd\u662f\u9996\u5148\u5206\u6790\u5173\u7cfb\u4f9d\u8d56\u6027\uff0c\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u786c\u7f16\u7801\u89c4\u5219\u6dfb\u52a0\u8fb9\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5e76\u6ca1\u6709\u5c06\u91cd\u70b9\u9650\u5236\u5728\u4ec5\u5ba1\u67e5\u8fd9\u79cd\u57fa\u4e8e\u89c4\u5219\u7684\u6784\u5efa\u65b9\u6cd5\u4e0a\uff0c\u800c\u662f\u5ba1\u67e5\u4e86\u7528\u4e8e\u6dfb\u52a0\u8fb9\u7684\u5404\u79cd\u4f9d\u8d56\u5173\u7cfb\u7c7b\u522b\u3002<\/p>\n<ul>\n<li><strong>\u8d44\u6e90\u4f9d\u8d56<\/strong>:\u6b64\u4f9d\u8d56\u5173\u7cfb\u5b9a\u4e49\u4e3a\u4e0d\u540c\u52a8\u4f5c\/\u51b3\u7b56\u4e4b\u95f4\u5171\u4eab\u7684\u8d44\u6e90\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4e00\u4e2a\u5de5\u5177\u7684\u8f93\u51fa\u4e0e\u53e6\u4e00\u4e2a\u5de5\u5177\u7684\u8f93\u5165\u5339\u914d\uff0c\u5219\u8fd9\u4e24\u4e2a\u5de5\u5177\u5c31\u88ab\u8fde\u63a5\u8d77\u6765\uff0c\u4ece\u800c\u5b9e\u73b0\u4ece\u4e00\u4e2a\u8fc7\u7a0b\u5230\u53e6\u4e00\u4e2a\u8fc7\u7a0b\u7684\u65e0\u7f1d\u8fc7\u6e21\u3002\u5728\u73b0\u6709\u7684\u56fe\u6784\u5efa\u65b9\u6cd5\u4e2d\uff0c\u6dfb\u52a0\u8fb9\u7684\u51b3\u7b56\u662f\u901a\u8fc7\u68c0\u67e5\u4e00\u4e2a\u8282\u70b9\u7684\u8f93\u5165\u662f\u5426\u4e0e\u53e6\u4e00\u4e2a\u8282\u70b9\u7684\u8f93\u51fa\u5339\u914d\u6765\u505a\u51fa\u7684\uff08\u4f8b\u5982\uff0c\u8ba1\u5212\u3001\u5de5\u5177\u6216\u5176\u4ed6\u4e00\u4e9b\u62bd\u8c61\u8fc7\u7a0b\uff09\u3002<\/li>\n<li><strong>\u65f6\u95f4\u4f9d\u8d56\u6027<\/strong>\uff1a\u8fd9\u79cd\u5173\u7cfb\u786e\u4fdd\u4e8b\u4ef6\u5e8f\u5217\u9075\u5faa\u89c4\u5212\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u7279\u5b9a\u987a\u5e8f\u3002\u4f8b\u5982\uff0c\u4e00\u4e9b\u6536\u96c6\u5230\u7684\u6570\u636e\u96c6\u4e2d\uff0c\u8fde\u63a5\u8868\u793a\u65e5\u5e38\u751f\u6d3b\u4e2d\u4e24\u4e2aAPI\u4e4b\u95f4\u7684\u8fde\u7eed\u987a\u5e8f\u3002<\/li>\n<li><strong>\u5305\u542b\u4f9d\u8d56\u6027<\/strong>\uff1a\u6240\u63cf\u8ff0\u7684\u4f9d\u8d56\u6027\u8868\u660e\u4e24\u4e2a\u8fde\u63a5\u7684\u8282\u70b9\u5c5e\u4e8e\u540c\u4e00\u7c7b\u522b\u6216\u73af\u5883\u3002\u4f8b\u5982\uff0c\u9e45\u5375\u77f3\u548c\u9e1f\u5c4b\u90fd\u5c5e\u4e8e\u82b1\u56ed\u88c5\u9970\u7684\u8303\u7574\u3002\u8d85\u56fe\u53ef\u4ee5\u6709\u6548\u5730\u6355\u6349\u8fd9\u79cd\u4ece\u5c5e\u5173\u7cfb\uff0c\u5176\u4e2d\u4e00\u4e2a\u5b9e\u4f53\u5c5e\u4e8e\u591a\u4e2a\u73af\u5883\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u4f9d\u8d56\u5173\u7cfb\u901a\u5e38\u5f62\u6210\u5c42\u6b21\u7ed3\u6784\uff0c\u201c\u7956\u5148\u201d\u5b9e\u4f53\u5305\u542b\u201c\u7236\u201d\u5b9e\u4f53\uff0c\u800c\u201c\u7236\u201d\u5b9e\u4f53\u53c8\u5305\u542b\u5b83\u4eec\u7684\u201c\u5b50\u201d\u5b9e\u4f53\u3002\u968f\u7740\u5c42\u6b21\u7ed3\u6784\u6df1\u5ea6\u7684\u589e\u52a0\uff0c\u53ef\u80fd\u7684\u4f9d\u8d56\u5173\u7cfb\u7a7a\u95f4\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u8fd9\u5e26\u6765\u91cd\u5927\u7684\u8ba1\u7b97\u6311\u6218\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bb8\u591a\u4ee5\u524d\u7684\u5de5\u4f5c\u90fd\u63d0\u51fa\u4e86\u5728\u53cc\u66f2\u7a7a\u95f4\u4e2d\u7f16\u7801\u8fd9\u79cd\u5c42\u6b21\u7ed3\u6784\u3002\u636e\u6211\u4eec\u6240\u77e5\uff0c\u4ee5\u524d\u7684\u7814\u7a76\u5c1a\u672a\u63a2\u7d22RAG\u7cfb\u7edf\u4e2d\u7684\u5305\u542b\u4f9d\u8d56\u6027\u3002<\/li>\n<li><strong>\u56e0\u679c\u4f9d\u8d56\u6027<\/strong>\uff1a\u8fd9\u79cd\u4f9d\u8d56\u6027\u8868\u793a\u56fe\u4e2d\u7684\u56e0\u679c\u903b\u8f91\uff0c\u5176\u4e2d\u4e00\u4e2a\u52a8\u4f5c\/\u51b3\u7b56\u5bfc\u81f4\u53e6\u4e00\u4e2a\u52a8\u4f5c\/\u51b3\u7b56\u7684\u89e6\u53d1\u3002\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u7684\u4f8b\u5b50\u662f\u56e0\u679c\u56fe\uff0c\u7528\u4e8e\u7f16\u7801\u5173\u4e8e\u6570\u636e\u751f\u6210\u8fc7\u7a0b\u7684\u5047\u8bbe\u3002<\/li>\n<li><strong>\u7c7b\u6bd4\u4f9d\u8d56\u6027<\/strong>\uff1a\u8fd9\u79cd\u4f9d\u8d56\u6027\u5f3a\u8c03\u7c7b\u6bd4\u63a8\u7406\uff0c\u5176\u4e2d\u5173\u7cfb\u7684\u5f62\u5f0f\u4e3a\u201cA\u4e4b\u4e8eB\u5982\u540cC\u4e4b\u4e8eD\u201d\u3002\u901a\u8fc7\u8bc6\u522b\u548c\u5229\u7528\u8fd9\u79cd\u4f9d\u8d56\u6027\uff0c\u4eba\u7c7b\u5728\u73b0\u6709\u77e5\u8bc6\u7684\u57fa\u7840\u4e0a\uff0c\u5728\u4e0d\u540c\u9886\u57df\u4e4b\u95f4\u5efa\u7acb\u65b0\u7684\u89c1\u89e3\u3002 \u4e00\u4e2a\u5f3a\u6709\u529b\u7684\u5386\u53f2\u4f8b\u5b50\u662f\u5e93\u4ed1\u5b9a\u5f8b\u7684\u53d1\u73b0\uff0c\u5176\u7075\u611f\u6765\u81ea\u4e8e\u5f71\u54cd\u5929\u4f53\u7684\u4e07\u6709\u5f15\u529b\u548c\u5e26\u7535\u7c92\u5b50\u4e4b\u95f4\u7684\u7535\u529b\u4e4b\u95f4\u7684\u7c7b\u6bd4\u3002<\/li>\n<\/ul>\n<p>\u867d\u7136\u8d44\u6e90\u4f9d\u8d56\u548c\u56e0\u679c\u5173\u7cfb\u90fd\u6d89\u53ca\u987a\u5e8f\u7ed3\u6784\u7684\u5173\u7cfb\uff08\u524d\u4e00\u6b65\/\u5de5\u5177\/\u51b3\u7b56\u5bfc\u81f4\u540e\u4e00\u6b65\/\u5de5\u5177\/\u51b3\u7b56\uff09\uff0c\u4f46\u5b83\u4eec\u672c\u8d28\u4e0a\u662f\u4e0d\u540c\u7684\u3002 \u4f8b\u5982\uff0c\u5982\u679c\u5de5\u5177A\u751f\u6210PDF\u683c\u5f0f\u7684\u62a5\u544a\uff0c\u800c\u5de5\u5177B\u65e8\u5728\u4ecePDF\u6587\u4ef6\u4e2d\u63d0\u53d6\u6570\u636e\uff0c\u5219\u5de5\u5177A\u548cB\u5171\u4eab\u8d44\u6e90\u4f9d\u8d56\u6027\uff0c\u56e0\u4e3a\u5de5\u5177A\u7684\u8f93\u51fa\uff08PDF\uff09\u4e0e\u5de5\u5177B\u7684\u8f93\u5165\u5339\u914d\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u8054\u7cfb\u5e76\u4e0d\u610f\u5473\u7740\u8fd9\u4e24\u79cd\u5de5\u5177\u4e4b\u95f4\u5b58\u5728\u76f4\u63a5\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u5373\u4f7f\u7528\u5de5\u5177A\u5e76\u4e0d\u4e00\u5b9a\u4f1a\u5bfc\u81f4\u6211\u4eec\u4f7f\u7528\u5de5\u5177B\u3002<\/p>\n<h4>\u68c0\u7d22\u5668<\/h4>\n<p>\u7528\u4e8e\u5904\u7406\u63a8\u7406\u548c\u89c4\u5212\u56fe\u4efb\u52a1\u7684\u68c0\u7d22\u5668\u901a\u5e38\u88ab\u5efa\u6a21\u4e3a\u56fe\u904d\u5386\u5668\u3002\u67e5\u8be2\u6216\u4efb\u52a1\u6307\u4ee4\u5b9a\u4f4d\u521d\u59cb\u79cd\u5b50\u8282\u70b9\u4ee5\u521d\u59cb\u5316\u56fe\u904d\u5386\uff1b\u7136\u540e\u904d\u5386\u6269\u5c55\u56fe\u7684\u8303\u56f4\uff0c\u76f4\u5230\u9884\u8bbe\u9884\u7b97\u8017\u5c3d\u6216\u6ee1\u8db3\u7279\u5b9a\u6761\u4ef6\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e2d\u7684\u6838\u5fc3\u6b65\u9aa4\u662f\u4ece\u6240\u6709\u6f5c\u5728\u5019\u9009\u4e2d\u9009\u62e9\u6700\u76f8\u5173\u7684\u90bb\u5c45\u3002\u57fa\u4e8e\u90bb\u57df\u9009\u62e9\u7684\u6807\u51c6\uff0c\u68c0\u7d22\u5668\u5206\u4e3a\u4e24\u5927\u7c7b\uff1a\u57fa\u4e8e\u5d4c\u5165\u7684\u65b9\u6cd5\uff0c\u5b83\u6839\u636e\u5d4c\u5165\u76f8\u4f3c\u6027\u4f18\u5148\u8003\u8651\u90bb\u5c45\uff1b\u4ee5\u53ca\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684\u65b9\u6cd5\uff0c\u5b83\u4f7f\u7528\u5c40\u90e8\u548c\u5168\u5c40\u5956\u52b1\u51fd\u6570\u6765\u786e\u5b9a\u90bb\u5c45\u7684\u91cd\u8981\u6027\u3002<\/p>\n<ul>\n<li><strong>\u57fa\u4e8e\u5d4c\u5165\u7684<\/strong>\uff1aWu\u7b49\u4eba\u5206\u89e3\u67e5\u8be2\uff0c\u968f\u540e\u5728\u8fde\u63a5\u7684\u5b50\u67e5\u8be2\u4e0e\u5f53\u524d\u68c0\u7d22\u5230\u7684\u4efb\u52a1API\u4ee5\u53ca\u6bcf\u4e2a\u73b0\u6709API\u4e4b\u95f4\u6267\u884c\u5d4c\u5165\u76f8\u4f3c\u6027\u5339\u914d\uff0c\u7136\u540e\u4ece\u73b0\u6709\u7684\u76f8\u90bbAPI\u4e2d\u9009\u62e9\u6700\u4f73\u7684\u4e00\u4e2a\u3002\u5b83\u63a2\u8ba8\u4e86\u8bad\u7ec3\u548c\u4e0d\u8bad\u7ec3\u7684\u7b56\u7565\u3002<\/li>\n<li><strong>\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684<\/strong>\uff1a\u4e0e\u4f9d\u8d56\u4e8e\u4e13\u7528\u8bad\u7ec3\u6570\u636e\u8fdb\u884c\u6620\u5c04\u7684\u57fa\u4e8e\u5d4c\u5165\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u57fa\u4e8e\u542f\u53d1\u5f0f\u7684\u65b9\u6cd5\u5b9a\u4e49\u4e86\u89c4\u5219\u6765\u6709\u6548\u5730\u6307\u5bfc\u56fe\u68c0\u7d22\u5668\u3002Zhuang\u7b49\u4eba\u5c06\u5de5\u5177\u89c4\u5212\u5efa\u6a21\u4e3a\u6811\u641c\u7d22\u7b97\u6cd5\uff0c\u7ed3\u5408A*\u641c\u7d22\uff0c\u6839\u636e\u7d2f\u79ef\u548c\u9884\u671f\u6210\u672c\u81ea\u9002\u5e94\u5730\u68c0\u7d22\u6700\u6709\u6548\u7684\u5de5\u5177\u4ee5\u4f9b\u540e\u7eed\u4f7f\u7528\u3002\u8fd9\u4e24\u4e2a\u6210\u672c\u51fd\u6570\u90fd\u662f\u542f\u53d1\u5f0f\u8bbe\u8ba1\u7684\uff0c\u501f\u9274\u4e86\u4ee5\u524d\u7684\u6587\u732e\u548c\u5b9e\u8df5\u7ecf\u9a8c\u3002<\/li>\n<li><strong>\u601d\u60f3\u4f20\u64ad\u68c0\u7d22<\/strong>\uff1a\u7ed9\u5b9a\u4e00\u4e2a\u8f93\u5165\u95ee\u9898\uff0c\u601d\u60f3\u4f20\u64ad\u68c0\u7d22\u63d0\u793a\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u63d0\u51fa\u4e00\u7ec4\u7c7b\u4f3c\u7684\u95ee\u9898\uff0c\u7136\u540e\u5e94\u7528\u5df2\u5efa\u7acb\u7684\u63d0\u793a\u6280\u672f\uff0c\u4f8b\u5982\u601d\u7ef4\u94fe(Chain-of-Thought, CoT)\uff0c\u6765\u63a8\u5bfc\u51fa\u89e3\u51b3\u65b9\u6848\u3002\u805a\u5408\u6a21\u5757\u968f\u540e\u6574\u5408\u8fd9\u4e9b\u7c7b\u4f3c\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u589e\u5f3a\u4e86\u5bf9\u539f\u59cb\u8f93\u5165\u7684\u89e3\u51b3\u95ee\u9898\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n<h4>\u7ec4\u7ec7\u8005<\/h4>\n<p>\u5f53\u524d\u5173\u4e8e\u89c4\u5212\u548c\u63a8\u7406\u56fe\u7684GraphRAG\u6587\u732e\u901a\u5e38\u5ffd\u7565\u7ec4\u7ec7\u8005\u673a\u5236\uff0c\u56e0\u4e3a\u4ec5\u68c0\u7d22\u8fc7\u7a0b\u5c31\u8fbe\u5230\u4e86\u8db3\u591f\u7684\u7cbe\u5ea6\uff0c\u65e0\u9700\u91cd\u65b0\u6392\u5e8f\u3002\u4e0e\u901a\u5e38\u5e94\u7528\u4e00\u6b21\u6027\u57fa\u4e8e\u5d4c\u5165\u7684\u76f8\u4f3c\u6027\u68c0\u7d22\u6765\u9009\u62e9\u524dK\u4e2a\u76f8\u5173\u5185\u5bb9\u7684\u6587\u6863\u6216\u77e5\u8bc6\u56fe\u4e0d\u540c\uff0c\u89c4\u5212\u548c\u63a8\u7406\u56fe\u4f7f\u7528\u4e0e\u63a8\u7406\u6b65\u9aa4\u96c6\u6210\u7684\u591a\u8f6e\u5d4c\u5165\u76f8\u4f3c\u6027\u8fc7\u7a0b\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u8ba1\u5212\u7684\u4fdd\u771f\u5ea6\u3002\u6b64\u5916\uff0c\u57fa\u4e8e\u5956\u52b1\u7684\u68c0\u7d22\u6d89\u53ca\u4e00\u79cd\u590d\u6742\u7684\u641c\u7d22\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86\u51c6\u786e\u6027\u3002\u8fd9\u4e9b\u9ad8\u8d28\u91cf\u7684\u7b56\u7565\u5171\u540c\u51cf\u5c11\u4e86\u5bf9\u7ec6\u7c92\u5ea6\u91cd\u65b0\u6392\u5e8f\u6216\u8fc7\u6ee4\u7684\u9700\u6c42\u3002<\/p>\n<h4>\u751f\u6210\u5668<\/h4>\n<p>\u5927\u591a\u6570\u73b0\u6709\u7684\u7528\u4e8e\u63a8\u7406\u548c\u89c4\u5212\u4efb\u52a1\u7684GraphRAG\u65b9\u6cd5\u8981\u4e48\u76f4\u63a5\u8f93\u51fa\u68c0\u7d22\u5230\u7684\u8ba1\u5212\uff0c\u8981\u4e48\u5c06\u5176\u96c6\u6210\u5230LLM\u4e2d\u4ee5\u8fdb\u884c\u4e0b\u6e38\u89e3\u51b3\u65b9\u6848\u751f\u6210\u3002\u4f8b\u5982\uff0cWu\u7b49\u4eba\u5c06\u68c0\u7d22\u5230\u7684\u56fe\u7ed3\u6784\u5316\u8ba1\u5212\u4f5c\u4e3a\u6700\u7ec8\u7ed3\u679c\u8f93\u51fa\uff0c\u800cShen\u7b49\u4eba\u5219\u7f16\u8bd1\u6765\u81ea\u4e13\u5bb6\u5de5\u5177\u7684\u6267\u884c\u7ed3\u679c\u4ee5\u751f\u6210\u54cd\u5e94\u3002\u7c7b\u4f3c\u5730\uff0c\u5728\u6784\u5efa\u5de5\u5177\u8c03\u7528\u56fe\u4e4b\u540e\uff0cShen\u7b49\u4eba\u76f4\u63a5\u63d0\u793aLLM\u751f\u6210\u53c2\u6570\uff0c\u800cLin\u7b49\u4eba\u5219\u5229\u7528LLM\u6839\u636e\u4efb\u52a1\u4f9d\u8d56\u6027\u3001\u65f6\u95f4\u548c\u56fe\u7ea6\u675f\u751f\u6210\u5f02\u6b65\u8ba1\u5212\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e9b\u5de5\u4f5c\u5927\u591a\u96c6\u4e2d\u5728\u878d\u5408\u6587\u672c\u4fe1\u606f\u4e0a\uff0c\u4e3b\u8981\u4f7f\u7528\u4ee5\u6587\u672c\u5f62\u5f0f\u5448\u73b0\u7684\u4e0d\u540c\u56fe\u7ed3\u6784\u683c\u5f0f\uff08\u4f8b\u5982\uff0c\u90bb\u63a5\u77e9\u9635\u3001\u90bb\u63a5\u8868\u3001\u8fb9\u5217\u8868\u3001CSR\uff09\u3002<\/p>\n<h4>\u8d44\u6e90\u548c\u5de5\u5177<\/h4>\n<p>\u6211\u4eec\u603b\u7ed3\u4e86\u7528\u4e8e\u89c4\u5212\u548c\u63a8\u7406\u56fe\u7684GraphRAG\u7684\u6709\u7528\u8d44\u6e90\u548c\u5de5\u5177\u3002<\/p>\n<h5>\u6570\u636e\u8d44\u6e90<\/h5>\n<ul>\n<li><strong>Hugging Face<\/strong>\uff1aHugging Face \u63d0\u4f9b\u4e86\u5e7f\u6cdb\u7684 AI \u6a21\u578b\uff0c\u6db5\u76d6\u8bed\u8a00\u3001\u89c6\u89c9\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u591a\u6a21\u6001\u4efb\u52a1\u3002\u6bcf\u4e2a\u4efb\u52a1\u5bf9\u5e94\u4e00\u4e2a\u5904\u7406\u7279\u5b9a\u8f93\u5165\u548c\u8f93\u51fa\u7684\u5de5\u5177\u8282\u70b9\u3002\u5982\u679c\u5de5\u5177A\u548cB\u8fde\u63a5\uff0c\u5219A\u7684\u8f93\u51fa\u7c7b\u578b\u5fc5\u987b\u4e0eB\u7684\u8f93\u5165\u7c7b\u578b\u5339\u914d\u3002\u56e0\u6b64\uff0cHugging Face\u8ba1\u5212\u56fe\u4e2d\u7684\u8fb9\u8868\u793a\u8d44\u6e90\u4f9d\u8d56\u5173\u7cfb\u3002\u9996\u5148\u6536\u96c6\u5de5\u5177\u5e93\uff0c\u5e76\u6784\u5efa\u4e00\u4e2a\u5305\u542b\u4e00\u7cfb\u5217\u5de5\u5177\u53ca\u5176\u4f9d\u8d56\u5173\u7cfb\u7684\u5de5\u5177\u56fe\u3002\u7136\u540e\uff0c\u4e3a\u4e86\u751f\u6210\u6bcf\u4e2a\u95ee\u9898\uff0c\u4ed6\u4eec\u4ece\u5de5\u5177\u56fe\u4e2d\u4ee5\u4e09\u79cd\u57fa\u672c\u683c\u5f0f\uff08\u8282\u70b9\u3001\u94fe\u548c\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\uff09\u91c7\u6837\u4e00\u4e2a\u5b50\u56fe\uff0c\u6bcf\u79cd\u683c\u5f0f\u90fd\u4f53\u73b0\u4e86\u5de5\u5177\u8c03\u7528\u7684\u7279\u5b9a\u6a21\u5f0f\u3002\u4e4b\u540e\uff0c\u91c7\u6837\u7684\u5b50\u56fe\u88ab\u53d1\u9001\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLM)\u4ee5\u5408\u6210\u7528\u6237\u6307\u4ee4\u5e76\u586b\u5145\u5de5\u5177\u5b50\u56fe\u7684\u53c2\u6570\u3002\u6700\u540e\uff0c\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u548c\u57fa\u4e8e\u89c4\u5219\u7684\u81ea\u6279\u5224\u673a\u5236\u7528\u4e8e\u68c0\u67e5\u548c\u8fc7\u6ee4\u751f\u6210\u7684\u6307\u4ee4\u4ee5\u4fdd\u8bc1\u8d28\u91cf\u3002<\/li>\n<li><strong>\u591a\u5a92\u4f53<\/strong>\uff1a\u4e0eHugging Face\u4e13\u6ce8\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u5de5\u5177\u4e0d\u540c\uff0c\u591a\u5a92\u4f53\u5de5\u5177\u670d\u52a1\u4e8e\u66f4\u5e7f\u6cdb\u7684\u4ee5\u7528\u6237\u4e3a\u4e2d\u5fc3\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u6587\u4ef6\u4e0b\u8f7d\u548c\u89c6\u9891\u7f16\u8f91\u3002\u8fb9\u7f18\u4e0eHugging Face\u9886\u57df\u4fdd\u6301\u4e00\u81f4\uff0c\u5de5\u5177\u8fde\u63a5\u8868\u793a\u7c7b\u4f3c\u4e8eHugging Face\u7684\u8d44\u6e90\u4f9d\u8d56\u5173\u7cfb\u3002\u591a\u5a92\u4f53\u7684\u6784\u5efa\u4e0eHugging Face\u7c7b\u4f3c\u3002<\/li>\n<li><strong>\u65e5\u5e38\u751f\u6d3bAPI<\/strong>\uff1a\u65e5\u5e38\u751f\u6d3b\u670d\u52a1\uff0c\u5305\u62ec\u7f51\u7edc\u641c\u7d22\u548c\u8d2d\u7269\uff0c\u4e5f\u53ef\u4ee5\u88ab\u89c6\u4e3a\u7279\u5b9a\u4efb\u52a1\u7684\u5de5\u5177\u3002\u8fd9\u4e9bAPI\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u4e3b\u8981\u662f\u65f6\u95f4\u4e0a\u7684\uff0c\u8fd9\u610f\u5473\u7740\u5982\u679c\u4e24\u4e2a\u65e5\u5e38\u751f\u6d3bAPI\u5728\u5e8f\u5217\u4e2d\u4e00\u4e2a\u63a5\u4e00\u4e2a\u5730\u51fa\u73b0\uff0c\u5219\u5b83\u4eec\u4e4b\u95f4\u5b58\u5728\u8fde\u63a5\u3002\u65e5\u5e38\u751f\u6d3bAPI\u7684\u6784\u5efa\u4e0eHugging Face\u5927\u591a\u76f8\u4f3c\uff0c\u53ea\u662f\u7531\u4e8e\u516c\u5f00\u53ef\u7528API\u7684\u7a00\u7f3a\u6027\uff0c\u8fb9\u7f18\u662f\u624b\u52a8\u6784\u5efa\u7684\u3002<\/li>\n<li><strong>RestBench<\/strong>\uff1a\u4e00\u4e2a\u5305\u542b\u591a\u4e2aAPI\u7684\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u89e3\u51b3\u4e24\u79cd\u573a\u666f\u4e2d\u590d\u6742\u7684\u73b0\u5b9e\u4e16\u754c\u7528\u6237\u6307\u4ee4\uff1aTMDB\u7535\u5f71\u6570\u636e\u5e93\u548cSpotify\u97f3\u4e50\u64ad\u653e\u5668\u3002TMDB\u7535\u5f71\u6570\u636e\u5e93\u63d0\u4f9bRESTful API\uff0c\u5305\u542b\u6709\u5173\u7535\u5f71\u3001\u7535\u89c6\u3001\u6f14\u5458\u548c\u56fe\u50cf\u7684\u4fe1\u606f\u3002Spotify\u97f3\u4e50\u64ad\u653e\u5668\u63d0\u4f9bAPI\u7aef\u70b9\uff0c\u7528\u4e8e\u68c0\u7d22\u5185\u5bb9\u5143\u6570\u636e\u3001\u63a5\u6536\u63a8\u8350\u3001\u521b\u5efa\u548c\u7ba1\u7406\u64ad\u653e\u5217\u8868\u4ee5\u53ca\u63a7\u5236\u64ad\u653e\u3002\u5bf9\u4e8eRestBench\uff0c\u8058\u8bf7NLP\u4e13\u5bb6\u4e3a\u4e0d\u540cAPI\u7ec4\u5408\u96c6\u601d\u5e7f\u76ca\u6307\u4ee4\uff0c\u5e76\u76f8\u5e94\u5730\u4e3a\u6bcf\u4e2a\u6307\u4ee4\u6807\u6ce8\u9ec4\u91d1API\u89e3\u51b3\u65b9\u6848\u8def\u5f84\u3002\u8fdb\u4e00\u6b65\u8058\u8bf7\u4e86\u4e24\u4f4d\u989d\u5916\u7684\u4e13\u5bb6\u6765\u5f7b\u5e95\u9a8c\u8bc1\u6bcf\u4e2a\u6307\u4ee4\u7684\u53ef\u89e3\u6027\u53ca\u5176\u5bf9\u5e94\u89e3\u51b3\u65b9\u6848\u8def\u5f84\u7684\u6b63\u786e\u6027\u3002\u4e3a\u4e86\u5c06RestBench\u6539\u7f16\u6210\u4e00\u4e2a\u56fe\u7ed3\u6784\u7684\u6570\u636e\u96c6\uff0c\u5c06\u6bcf\u4e2aAPI\u89c6\u4e3a\u4e00\u4e2a\u72ec\u7279\u7684\u4efb\u52a1\u8282\u70b9\uff0c\u901a\u8fc7\u4e24\u4e2a\u5173\u952e\u7ef4\u5ea6\u5efa\u6a21\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\uff1a\uff081\uff09\u7c7b\u522b\u5173\u8054\u548c\uff082\uff09\u8d44\u6e90\u4f9d\u8d56\u6027\u3002\u4f8b\u5982\uff0c\u63d0\u4f9b\u4e0e\u7535\u5f71\u76f8\u5173\u7684\u529f\u80fd\u7684API\uff08\u4f8b\u5982\u68c0\u7d22\u7535\u5f71\u8be6\u7ec6\u4fe1\u606f\u6216\u63a8\u8350\u7535\u5f71\uff09\u88ab\u5f52\u5165\u201c\u7535\u5f71\u201d\u7c7b\u522b\uff0c\u800c\u4e13\u6ce8\u4e8e\u4e0e\u4eba\u7269\u76f8\u5173\u7684\u4efb\u52a1\u7684API\uff08\u4f8b\u5982\u641c\u7d22\u6f14\u5458\uff09\u5219\u88ab\u5f52\u5165\u201c\u4eba\u7269\u201d\u7c7b\u522b\u3002\u6b64\u5916\uff0c\u5982\u679c\u4e24\u4e2aAPI\u5171\u4eab\u4e00\u4e2a\u516c\u5171\u53c2\u6570\uff08\u4f8b\u5982\uff0cmovie-id\uff09\uff0c\u5219\u5efa\u7acb\u4e00\u4e2a\u94fe\u63a5\u6765\u8868\u793a\u8d44\u6e90\u4f9d\u8d56\u6027\u3002 \u4e3a\u4e86\u8fdb\u4e00\u6b65\u589e\u5f3a\u8bed\u4e49\u533a\u5206\uff0cGPT-4\u88ab\u63d0\u793a\u4e3a\u6bcf\u4e2aAPI\u5206\u914d\u4e00\u4e2a\u552f\u4e00\u7684\u540d\u79f0\u548c\u8be6\u7ec6\u7684\u529f\u80fd\u63cf\u8ff0\u3002<\/li>\n<li><strong>AsyncHow<\/strong>\uff1a\u4e00\u4e2a\u5305\u542b1.6K\u4e2a\u6570\u636e\u70b9\u7684\u5f02\u6b65\u89c4\u5212\u7cbe\u9009\u6570\u636e\u96c6\u3002\u6bcf\u4e2a\u6570\u636e\u70b9\u5305\u542b\u4e00\u4e2a\u7528\u6237\u6307\u4ee4\uff0c\u8be5\u6307\u4ee4\u6307\u5b9a\u4efb\u52a1\u53ca\u5176\u57fa\u672c\u6267\u884c\u7ea6\u675f\uff0c\u7528\u6709\u5411\u65e0\u73af\u56fe (DAG) 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i>ToolBench\uff1a\u6700\u8fd1\u5173\u4e8e\u4f7f\u7528LLM\u8fdb\u884c\u8f6f\u4ef6\u5de5\u5177\u64cd\u4f5c\u7684\u7814\u7a76\u4e3b\u8981\u4f9d\u8d56\u4e8e\u5c01\u95ed\u6a21\u578bAPI\uff08\u4f8b\u5982\uff0cOpenAI\uff09\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u4e13\u6709\u6a21\u578b\u4e0e\u53ef\u7528\u7684\u5f00\u6e90LLM\u4e4b\u95f4\u4ecd\u7136\u5b58\u5728\u663e\u8457\u7684\u6027\u80fd\u5dee\u8ddd\u3002\u4e3a\u4e86\u8c03\u67e5\u8fd9\u79cd\u5dee\u5f02\u7684\u6839\u672c\u539f\u56e0\uff0c\u5e76\u63d0\u9ad8\u5f00\u6e90LLM\u7684\u80fd\u529b\u2014\u2014\u5c24\u5176\u662f\u5728\u5de5\u5177\u64cd\u4f5c\u65b9\u9762\u2014\u2014\u5df2\u7ecf\u5f00\u53d1\u4e86\u4e00\u4e2a\u540d\u4e3aToolBench\u7684\u57fa\u51c6\u6d4b\u8bd5\u3002 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