{"id":769,"date":"2024-07-15T15:54:01","date_gmt":"2024-07-15T07:54:01","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=769"},"modified":"2024-07-25T15:16:12","modified_gmt":"2024-07-25T07:16:12","slug":"202407-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-from-local-to-global%ef%bc%9aa-graph-rag-approach-to-query-focused-summarization","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202407-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-from-local-to-global%ef%bc%9aa-graph-rag-approach-to-query-focused-summarization\/","title":{"rendered":"202407 \u8bba\u6587\u7814\u8bfb&#8211;From Local to Global\uff1aA Graph RAG Approach to Query-Focused Summarization"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u8005\uff1aDarren Edge\uff0cHa Trinh\uff0cJonathan Larson\u7b49<\/li>\n\n\n\n<li>\u6765\u6e90\uff1a2024.04 arxiv<\/li>\n\n\n\n<li>\u5355\u4f4d\uff1a\u5fae\u8f6f\u7814\u7a76\u9662<\/li>\n\n\n\n<li>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"http:\/\/arxiv.org\/\/pdf\/2404.16130\">http:\/\/arxiv.org\/\/pdf\/2404.16130<\/a><\/li>\n\n\n\n<li>\u9879\u76ee\u5f00\u6e90\u5730\u5740\uff1ahttp:\/\/github.com\/microsoft\/graphrag<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u80cc\u666f<\/h2>\n\n\n\n<p><strong>\u4e3a\u4ec0\u4e48\u8981\u63d0\u51faGraph RAG\uff1f<\/strong><\/p>\n\n\n\n<p>       RAG\uff0c\u53c8\u79f0\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff0c\u76ee\u524d\u5df2\u7ecf\u6210\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u7684\u6838\u5fc3\u7ec4\u4ef6\u4e4b\u4e00\uff0c\u5229\u7528\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u6765\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5916\u90e8\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>       \u56e0\u6b64\uff0cRAG\u5728\u5e2e\u52a9LLM\u5904\u7406\u79c1\u6709\u5316\u6570\u636e\u96c6\uff08\u6bd4\u5982\u4f01\u4e1a\u5185\u90e8\u6587\u6863\u3001\u5546\u4e1a\u6587\u4ef6\u3001\u7528\u6237\u5bf9\u8bdd\u8bb0\u5f55\u7b49\uff09\u4e0a\u53d6\u5f97\u4e86\u4e0d\u4fd7\u7684\u8868\u73b0\u3002\u4f46\u662f\uff0c\u4f20\u7edfRAG\u4ecd\u7136\u5b58\u5728\u5f88\u591a\u95ee\u9898\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<p>\u5728\u5904\u7406\u591a\u4fe1\u606f\u70b9\uff08\u5168\u5c40\u95ee\u9898\uff09\u65f6\u5b58\u5728\u56f0\u96be\uff0c\u6bd4\u5982\u67d0\u4e2a\u95ee\u9898\u7684\u56de\u7b54\u9700\u8981\u6574\u5408\u591a\u4e2a\u6587\u6863\u3001\u591a\u4e2a\u7247\u6bb5\u7684\u4fe1\u606f\uff0c\u63d0\u4f9b\u5168\u65b0\u7684\u89c1\u89e3\u65f6\uff0c\u4f20\u7edfRAG\u5f80\u5f80\u5728\u56de\u7b54\u7684\u5168\u9762\u6027\u65b9\u9762\u5b58\u5728\u4e0d\u8db3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u672c\u6587\u8d21\u732e<\/h2>\n\n\n\n<p>       \u63d0\u51fa\u4e86\u4e00\u79cdGraph RAG\u65b9\u6cd5\uff0c\u7528\u4e8e\u5728\u79c1\u6709\u6587\u672c\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u95ee\u7b54\uff0c\u8be5\u65b9\u6cd5\u53ef\u4ee5\u6839\u636e\u7528\u6237\u95ee\u9898\u7684\u4e00\u822c\u6027\u548c\u8981\u7d22\u5f15\u7684\u6e90\u6587\u672c\u7684\u6570\u91cf\u8fdb\u884c\u6269\u5c55\u3002<\/p>\n\n\n\n<p>       GraphRAG\u5305\u62ec\u4e24\u4e2a\u5904\u7406\u9636\u6bb5\uff0c\u5206\u522b\u662f\uff1a\u7d22\u5f15\u9636\u6bb5\u548c\u67e5\u8be2\u9636\u6bb5\u3002<\/p>\n\n\n\n<p>       \u7d22\u5f15\u9636\u6bb5\u5229\u7528LLM\u6765\u81ea\u52a8\u5316\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u63d0\u53d6\u51fa\u5bf9\u5e94\u7684\u8282\u70b9\uff08\u5982\u5b9e\u4f53\uff09\u3001\u8fb9\uff08\u5982\u5173\u7cfb\uff09\u548c\u534f\u53d8\u91cf\uff08\u5982\u4e3b\u5f20\uff0cclaim\uff09\uff0c\u7136\u540e\u5229\u7528\u793e\u533a\u53d1\u73b0\u6280\u672f\uff08\u5982Leiden\u7b97\u6cd5\uff09\u5bf9\u6574\u4e2a\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u5b50\u56fe\u5212\u5206\uff0c\u7136\u540e\u81ea\u5e95\u800c\u4e0a\u5bf9\u5b50\u56fe\u5229\u7528LLM\u8fdb\u884c\u6458\u8981\u3001\u603b\u7ed3\u3002<\/p>\n\n\n\n<p>       \u9488\u5bf9\u7279\u5b9a\u67e5\u8be2\uff0c\u201c\u5168\u5c40\u7b54\u6848\uff08Global Search\uff09\u201d\u6c47\u603b\u6240\u6709\u4e0e\u4e4b\u76f8\u5173\u7684\u793e\u533a\u6458\u8981\u6700\u540e\u6c47\u603b\u751f\u6210\u7b54\u6848\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u57fa\u4e8eLLM\u6d3e\u751f\u7684\u77e5\u8bc6\u56fe\u8c31\u7684\u5168\u5c40\u603b\u7ed3\u7684Graph RAG\u65b9\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"869\" height=\"609\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-39.png\" alt=\"\" class=\"wp-image-775\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-39.png 869w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-39-300x210.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-39-768x538.png 768w\" sizes=\"auto, (max-width: 869px) 100vw, 869px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<p>1\u3001\u6e90\u6587\u6863\u751f\u6210\u6587\u672c\u7247\u6bb5<br>       \u4e0e\u4f20\u7edfRAG\u4e00\u6837\uff0cGraphRAG\u4e5f\u9700\u8981\u5c06\u6e90\u6587\u6863\u8f6c\u5316\u4e3a\u6587\u672c\u7247\u6bb5(TextUnits)\uff0c\u8fd9\u4e2a\u7247\u6bb5\u65e2\u4f1a\u88ab\u7528\u4e8e\u56fe\u8c31\u62bd\u53d6\uff0c\u4e5f\u4f1a\u4f5c\u4e3a\u77e5\u8bc6\u7684\u5f15\u7528\u6e90\uff0c\u4ee5\u4fbf\u8ffd\u6eaf\u56de\u6700\u521d\u7684\u539f\u59cb\u6587\u672c\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>2\u3001\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa<br>       \u5bf9\u4e8e\u6bcf\u4e00\u6bb5\u6587\u672c\u7247\u6bb5\uff0c\u5229\u7528LLM\u4ece\u4e2d\u63d0\u53d6\u5b9e\u4f53\u3001\u5173\u7cfb\u3001\u4e3b\u5f20\uff08Claim\uff09\u3002<br><br>3\u3001\u5143\u7d20\u5b9e\u4f8b\u8f6c\u5316\u4e3a\u5143\u7d20\u6458\u8981<br>       \u901a\u8fc7LLM\u5bf9\u6587\u6863\u4e2d\u7684\u5b9e\u4f53\u3001\u5173\u7cfb\u3001\u4e3b\u5f20\u8fdb\u884c\u63d0\u53d6\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u6587\u6863\u7684\u4e00\u79cd\u62bd\u8c61\u5f0f\u6458\u8981\u3002\u4e0d\u8fc7\u76ee\u524d\u7684\u5b9e\u4f53\u8fa8\u8bc6\u5b9e\u73b0\u662f\u5177\u6709\u7834\u574f\u6027\u7684\uff1a\u5c06\u5b9e\u4f53\u63d0\u4f9b\u7ed9LLM\uff0c\u5e76\u8981\u6c42\u5176\u5224\u65ad\u54ea\u4e9b\u5b9e\u4f53\u5e94\u8be5\u5408\u5e76\u3002\u5408\u5e76\u4e3a\u5355\u4e00\u5b9e\u4f53\u540e\uff0c\u5b83\u4eec\u7684\u5173\u7cfb\u4e5f\u4f1a\u76f8\u5e94\u66f4\u65b0\u3002GraphRAG\u6b63\u5728\u79ef\u6781\u63a2\u7d22\u5176\u4ed6\u5b9e\u4f53\u8fa8\u8bc6\u6280\u672f\u3002<\/p>\n\n\n\n<p>4\u3001\u5143\u7d20\u6982\u8981\u81f3\u56fe\u8c31\u793e\u7fa4<br>       \u4e4b\u524d\u6b65\u9aa4\u6240\u6784\u5efa\u7684\u7d22\u5f15\u53ef\u4ee5\u89c6\u4f5c\u4e00\u4e2a\u5747\u5300\u65e0\u5411\u52a0\u6743\u56fe\u3002\u53ef\u4ee5\u5e94\u7528\u793e\u7fa4\u53d1\u73b0\u7b97\u6cd5\uff0c\u5c06\u56fe\u9012\u5f52\u5212\u5206\u4e3a\u591a\u4e2a\u793e\u7fa4\uff0c\u793e\u7fa4\u5185\u7684\u8282\u70b9\u95f4\u7684\u8054\u7cfb\u6bd4\u4e0e\u56fe\u5916\u5176\u4ed6\u8282\u70b9\u66f4\u4e3a\u7d27\u5bc6\u3002<br>       \u5728GraphRAG\u4e2d\uff0c\u9009\u7528\u4e86Leiden\u7b97\u6cd5\uff0c\u80fd\u591f\u6709\u6548\u5730\u6316\u6398\u5927\u89c4\u6a21\u56fe\u8c31\u7684\u5c42\u7ea7\u793e\u7fa4\u7ed3\u6784\u3002<\/p>\n<\/div>\n\n\n\n<p>5\u3001\u56fe\u8c31\u793e\u7fa4\u81f3\u793e\u7fa4\u6982\u8981<br>       \u7528\u793e\u7fa4\uff08\u77e5\u8bc6\u56fe\u8c31\u5b50\u56fe\uff09\u6570\u636e\uff0c\u8ba9LLM\u4e3a\u6bcf\u4e2a\u793e\u7fa4\u603b\u7ed3\u4e3a\u4e00\u4e2a\u6458\u8981\u5f0f\u62a5\u544a\u3002\u8fd9\u6709\u52a9\u4e8e\u5728\u56fe\u8c31\u7684\u4e0d\u540c\u7ec6\u8282\u5c42\u6b21\u4e0a\u83b7\u5f97\u5b8f\u89c2\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<p>6\u3001\u793e\u7fa4\u6982\u8981\u2192\u793e\u7fa4\u89e3\u7b54\u2192\u5168\u5c40\u89e3\u7b54<br>       \u7528\u6237\u7684\u63d0\u95ee\u5168\u5c40\u7b54\u590d\u6309\u4ee5\u4e0b\u8fc7\u7a0b\u751f\u6210\uff1a<br>\u2022 \u51c6\u5907\u793e\u7fa4\u6982\u8981\u3002\u5c06\u793e\u7fa4\u6982\u8981\u968f\u673a\u6df7\u6d17\uff0c\u5e76\u5212\u5206\u4e3a\u9884\u8bbe\u7684\u4ee4\u724c\u5927\u5c0f\u7684\u533a\u5757\u3002<br>\u2022 \u6620\u5c04\u793e\u7fa4\u89e3\u7b54\u3002\u5e76\u884c\u751f\u6210\u6bcf\u4e2a\u533a\u5757\u7684\u4e2d\u95f4\u7b54\u6848\u3002LLM\u4e3a\u751f\u6210\u7684\u7b54\u6848\u6253\u5206\uff0c\u5206\u6570\u8303\u56f4\u4ece0\u5230100\uff0c\u4ee5\u6307\u793a\u7b54\u6848\u5bf9\u76ee\u6807\u95ee\u9898\u7684\u5e2e\u52a9\u7a0b\u5ea6\u3002\u5f97\u5206\u4e3a0\u7684\u7b54\u6848\u5c06\u88ab\u6392\u9664\u3002<br>\u2022 \u6c47\u603b\u4e3a\u5168\u5c40\u7b54\u6848\u3002\u6839\u636e\u6709\u7528\u6027\u5f97\u5206\u5c06\u7b54\u6848\u964d\u5e8f\u6392\u5217\uff0c\u5e76\u9010\u6b65\u6574\u5408\u8fdb\u65b0\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u76f4\u81f3\u8fbe\u5230\u4ee4\u724c\u9650\u5236\u3002\u8fd9\u4e00\u6700\u7ec8\u4e0a\u4e0b\u6587\u5c06\u7528\u4e8e\u751f\u6210\u5e76\u8fd4\u56de\u7ed9\u7528\u6237\u7684\u5168\u5c40\u7b54\u6848\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n<p><strong>1\u3001\u6570\u636e\u96c6\uff1a<\/strong><br>\u2460\u64ad\u5ba2\u6587\u672c\uff0c\u5927\u5c0f:1669\u00d7600\u4e2a\u4ee4\u724c\u6587\u672c\u5757\uff0c\u5757\u4e4b\u95f4\u6709100\u4e2a\u4ee4\u724c\u91cd\u53e0(~100\u4e07\u4e2a\u4ee4\u724c)\uff1b<br>\u2461\u4ece2013\u5e749\u6708\u52302023\u5e7412\u6708\u5728\u4e00\u7cfb\u5217\u7c7b\u522b\u4e2d\u53d1\u5e03\u7684\u65b0\u95fb\u6587\u7ae0\uff0c\u5927\u5c0f:3197 \u00d7 600\u4e2a\u4ee4\u724c\u6587\u672c\u5757\uff0c\u5757\u4e4b\u95f4\u6709100\u4e2a\u4ee4\u724c\u91cd\u53e0(\u7ea6170\u4e07\u4e2a\u4ee4\u724c)\u3002<\/p>\n\n\n\n<p><strong><br>2\u3001\u5b9e\u9a8c\u5bf9\u8c61\uff1a<\/strong><br>\u516d\u79cd\u914d\u7f6e\u7684RAG\uff0c\u5305\u62ec\u5229\u7528\u56db\u5c42\u56fe\u793e\u7fa4\u7ed3\u6784\u7684GraphRAG\uff08C0\u3001C1\u3001C2\u3001C3\uff09\uff0c\u4ee5\u53ca\u5c06Map-Reduce\u5e94\u7528\u4e8e\u539f\u59cb\u6587\u672c\u7684\u6587\u672c\u6458\u8981\u65b9\u6cd5\uff08TS\uff09\u3001\u8bed\u4e49\u641c\u7d22RAG\uff08SS\uff09\u3002<br><\/p>\n\n\n\n<p><strong>3\u3001\u8bc4\u4f30\u6307\u6807\u4e0e\u7ed3\u679c<\/strong><br><strong>\u2022\u5168\u9762\u6027&amp;\u591a\u6837\u6027<\/strong><br>\u5728\u5168\u9762\u6027\u548c\u591a\u6837\u6027\u4e0a\uff0cGraphRAG\u7684\u6240\u6709\u6761\u4ef6\u5747\u8d85\u8d8a\u4e86\u6734\u7d20RAG\u3002\u7279\u522b\u662f\u6761\u4ef6C1\u81f3C3\uff0c\u5728\u7b54\u6848\u7684\u5168\u9762\u6027\u548c\u591a\u6837\u6027\u65b9\u9762\u76f8\u8f83\u4e8eTS\uff08\u4e0d\u4f9d\u8d56\u56fe\u7d22\u5f15\u7684\u5168\u5c40\u6587\u672c\u6458\u8981\uff09\u663e\u793a\u51fa\u4e86\u5c0f\u5e45\u63d0\u5347\u3002<br><strong>\u2022\u76f4\u63a5\u6027\uff1a<\/strong>\u6734\u7d20RAG\u5728\u6240\u6709\u5bf9\u6bd4\u4e2d\u63d0\u4f9b\u4e86\u6700\u76f4\u63a5\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"153\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-40-1024x153.png\" alt=\"\" class=\"wp-image-783\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-40-1024x153.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-40-300x45.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-40-768x114.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-40.png 1376w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>       \u4e0e\u6e90\u6587\u672c\u6458\u8981\u76f8\u6bd4\uff0cGraph RAG\u7684\u53ef\u4f38\u7f29\u6027\u4f18\u52bf\uff1a\u5bf9\u4e8e\u4f4e\u7ea7\u793e\u533a\u6458\u8981(C3)\uff0c Graph 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