{"id":70,"date":"2026-06-29T10:21:51","date_gmt":"2026-06-29T02:21:51","guid":{"rendered":"https:\/\/genetop.top\/index.php\/2026\/06\/29\/graphrag-graphrag-blog-deep-dive\/"},"modified":"2026-06-29T10:21:51","modified_gmt":"2026-06-29T02:21:51","slug":"graphrag-graphrag-blog-deep-dive","status":"publish","type":"post","link":"https:\/\/genetop.top\/index.php\/2026\/06\/29\/graphrag-graphrag-blog-deep-dive\/","title":{"rendered":"GraphRAG \u5230\u5e95\u5728\u5e72\u561b\uff1f\u2014\u2014\u5fae\u8f6f\u8fd9\u7bc7\u535a\u5ba2\u7684\u6df1\u5ea6\u62c6\u89e3"},"content":{"rendered":"
\n

\u539f\u6587\uff1aGraphRAG: Unlocking LLM discovery on narrative private data – Microsoft Research<\/a><\/p>\n<\/blockquote>\n

\u5fae\u8f6f 2024 \u5e74\u521d\u53d1\u4e86\u4e00\u7bc7\u6280\u672f\u535a\u5ba2\uff0c\u6838\u5fc3\u5c31\u4e00\u53e5\u8bdd\uff1a\u4f20\u7edf RAG \u5728\u590d\u6742\u6570\u636e\u9762\u524d\u4e0d\u591f\u7528\uff0cGraphRAG \u7528\u77e5\u8bc6\u56fe\u8c31 + \u56fe\u805a\u7c7b\u8865\u4e0a\u4e86\u8fd9\u5757\u77ed\u677f\u3002<\/strong><\/p>\n

\u8fd9\u4e0d\u662f\u5b66\u672f\u8bba\u6587\uff0c\u66f4\u50cf\u662f\u4e00\u7bc7”\u6280\u672f\u5b89\u5229\u6587”\uff0c\u76ee\u6807\u8bfb\u8005\u662f\u6280\u672f\u51b3\u7b56\u8005\u548c\u5de5\u7a0b\u5e08\u3002\u4e0b\u9762\u6211\u628a\u5b83\u62c6\u5f00\u6765\u804a\u3002<\/p>\n

\u4f20\u7edf RAG \u5230\u5e95\u5dee\u5728\u54ea\uff1f<\/h2>\n

GraphRAG \u8981\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u5f97\u5148\u4ece\u4f20\u7edf RAG \u7684\u75db\u70b9\u8bf4\u8d77\u3002\u6587\u7ae0\u6307\u51fa\u4e86\u4e24\u4e2a\u4f20\u7edf RAG \u641e\u4e0d\u5b9a\u7684\u573a\u666f\uff1a<\/p>\n

\u4e32\u4e0d\u8d77\u6765\u7684\u4fe1\u606f<\/h3>\n

\u60f3\u8c61\u4f60\u95ee AI\uff1a”Novorossiya \u505a\u4e86\u4ec0\u4e48\uff1f”<\/p>\n

\u4f20\u7edf RAG \u62ff\u7740”Novorossiya”\u8fd9\u4e2a\u8bcd\u53bb\u505a\u5411\u91cf\u641c\u7d22\uff0c\u7ed3\u679c\u68c0\u7d22\u56de\u6765\u7684 10 \u4e2a\u6587\u672c\u7247\u6bb5\u91cc\uff0c\u6ca1\u6709\u4e00\u4e2a\u76f4\u63a5\u63d0\u5230\u8fd9\u4e2a\u540d\u5b57\u2014\u2014\u7b54\u6848\u6563\u843d\u5728\u4e0d\u540c\u7684\u6587\u6863\u91cc\uff0c\u9760\u7684\u662f\u5b9e\u4f53\u4e4b\u95f4\u7684\u95f4\u63a5\u5173\u8054\u624d\u80fd\u62fc\u51fa\u6765\u3002\u5411\u91cf\u641c\u7d22\u53ea\u4f1a\u627e”\u957f\u5f97\u50cf”\u7684\u6587\u672c\uff0c\u8fd9\u79cd\u9700\u8981”\u8df3\u7740\u627e”\u7684\u63a8\u7406\u5b83\u505a\u4e0d\u4e86\u3002<\/p>\n

GraphRAG \u5c31\u4e0d\u4e00\u6837\u4e86\uff1a\u5b83\u5728\u77e5\u8bc6\u56fe\u8c31\u91cc\u627e\u5230 Novorossiya \u8fd9\u4e2a\u8282\u70b9\uff0c\u7136\u540e\u6cbf\u7740\u5173\u7cfb\u8fb9\u4e00\u8def\u8d70\u4e0b\u53bb\u2014\u2014\u884c\u52a8\u3001\u76ee\u6807\u3001\u76f8\u5173\u7ec4\u7ec7\u2014\u2014\u6700\u540e\u628a\u5b8c\u6574\u7b54\u6848\u62fc\u51fa\u6765\u3002<\/p>\n

\u8bf4\u767d\u4e86\uff0c\u5411\u91cf\u68c0\u7d22\u662f”\u5c40\u90e8\u5339\u914d”\uff0c\u800c\u771f\u5b9e\u4e16\u754c\u7684\u77e5\u8bc6\u7ecf\u5e38\u662f\u901a\u8fc7\u5b9e\u4f53\u5173\u7cfb\u94fe\u95f4\u63a5\u8fde\u8d77\u6765\u7684\u3002<\/p>\n

\u56de\u7b54\u4e0d\u4e86”\u5927\u95ee\u9898”<\/h3>\n

\u518d\u6bd4\u5982\u4f60\u95ee\uff1a”\u8fd9\u5806\u6570\u636e\u91cc\u6392\u540d\u524d 5 \u7684\u4e3b\u9898\u662f\u4ec0\u4e48\uff1f”<\/p>\n

\u4f20\u7edf RAG \u50bb\u773c\u4e86\u2014\u2014”\u4e3b\u9898”\u8fd9\u4e2a\u8bcd\u592a\u6cdb\u4e86\uff0c\u5411\u91cf\u641c\u7d22\u4e0d\u77e5\u9053\u8be5\u5f80\u54ea\u4e2a\u65b9\u5411\u627e\uff0c\u78b0\u5de7\u5339\u914d\u5230\u4e00\u4e9b\u5305\u542b”\u4e3b\u9898”\u8fd9\u4e2a\u8bcd\u7684\u65e0\u5173\u6587\u672c\uff0c\u7b54\u6848\u81ea\u7136\u8dd1\u504f\u3002<\/p>\n

\u8fd9\u672c\u8d28\u4e0a\u662f\u4e2a\u7c92\u5ea6\u95ee\u9898\uff1a\u5411\u91cf RAG \u7684\u68c0\u7d22\u5355\u5143\u662f\u6587\u672c\u7247\u6bb5\uff08chunk\uff09\uff0c\u4f46”\u6574\u4f53\u4e3b\u9898”\u8fd9\u79cd\u95ee\u9898\u9700\u8981\u5bf9\u6574\u4e2a\u6570\u636e\u96c6\u6709\u5b8f\u89c2\u7406\u89e3\uff0c\u4efb\u4f55\u5355\u4e2a chunk \u90fd\u6491\u4e0d\u8d77\u8fd9\u4e2a\u56de\u7b54\u3002<\/p>\n

GraphRAG \u9760\u9884\u5148\u5efa\u597d\u7684\u793e\u533a\u805a\u7c7b\u548c\u793e\u533a\u6458\u8981\uff0c\u76f4\u63a5\u4ece\u5b8f\u89c2\u7ed3\u6784\u91cc\u63d0\u53d6\u4e3b\u9898\uff0c\u8f7b\u677e\u641e\u5b9a\u3002<\/p>\n

GraphRAG \u600e\u4e48\u5e72\u7684\uff1f<\/h2>\n

\u6574\u4e2a\u6d41\u7a0b\u5206\u4e24\u4e2a\u9636\u6bb5\uff1a\u5148\u79bb\u7ebf\u5efa\u7d22\u5f15\uff0c\u518d\u5728\u7ebf\u56de\u7b54\u95ee\u9898\u3002<\/p>\n

\u79bb\u7ebf\u5efa\u7d22\u5f15\uff1a\u4e09\u6b65\u8d70<\/h3>\n
\u539f\u59cb\u6587\u6863\n    \u2502\n    \u25bc\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 Step 1: \u5b9e\u4f53\u548c\u5173\u7cfb\u62bd\u53d6       \u2502  LLM \u9010\u5757\u5904\u7406\u6587\u6863\uff0c\u63d0\u53d6\u6240\u6709\n\u2502 (Entity & Relationship      \u2502  \u5b9e\u4f53\uff08\u4eba\u3001\u5730\u3001\u7ec4\u7ec7\u7b49\uff09\u548c\n\u2502  Extraction)                \u2502  \u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n    \u2502\n    \u25bc\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 Step 2: \u77e5\u8bc6\u56fe\u8c31\u6784\u5efa         \u2502  \u5c06\u62bd\u53d6\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u7ec4\u88c5\u6210\n\u2502 (Knowledge Graph             \u2502  \u4e00\u4e2a\u5b8c\u6574\u7684\u56fe\u7ed3\u6784\n\u2502  Construction)               \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n    \u2502\n    \u25bc\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 Step 3: \u793e\u533a\u68c0\u6d4b\u4e0e\u6458\u8981       \u2502  \u5bf9\u56fe\u8fdb\u884c\u81ea\u5e95\u5411\u4e0a\u7684\u5c42\u6b21\u805a\u7c7b\n\u2502 (Community Detection         \u2502  \uff08\u5982 Leiden \u7b97\u6cd5\uff09\uff0c\u4e3a\u6bcf\u4e2a\n\u2502  & Summarization)            \u2502  \u793e\u533a\u751f\u6210 LLM \u6458\u8981\u62a5\u544a\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n<\/code><\/pre>\n
\u7b80\u5355\u8bf4\u5c31\u662f\uff1a\u5148\u8ba9 LLM \u628a\u6587\u6863\u91cc\u7684\u4eba\u3001\u4e8b\u3001\u7269\u548c\u5b83\u4eec\u7684\u5173\u7cfb\u90fd\u6316\u51fa\u6765\uff0c\u62fc\u6210\u4e00\u5f20\u5927\u56fe\uff0c\u7136\u540e\u5bf9\u8fd9\u5f20\u56fe\u505a\u5206\u7fa4\uff0c\u7ed9\u6bcf\u4e2a\u7fa4\u5199\u4e00\u4efd\u6458\u8981\u3002<\/p>\n
\u5728\u7ebf\u56de\u7b54\uff1a\u770b\u95ee\u9898\u7c7b\u578b\u9009\u7b56\u7565<\/h3>\n\n\n\n\n\n\n
\u95ee\u9898\u7c7b\u578b<\/th>\n\u600e\u4e48\u627e\u7b54\u6848<\/th>\n<\/tr>\n<\/thead>\n
\u5177\u4f53\u95ee\u9898\uff08\u5982”Novorossiya \u505a\u4e86\u4ec0\u4e48”\uff09<\/td>\n\u5728\u56fe\u91cc\u5b9a\u4f4d\u5b9e\u4f53 \u2192 \u6cbf\u5173\u7cfb\u904d\u5386 \u2192 \u6536\u96c6\u76f8\u5173\u6587\u672c \u2192 \u751f\u6210\u56de\u7b54<\/td>\n<\/tr>\n
\u5b8f\u89c2\u95ee\u9898\uff08\u5982”\u524d 5 \u4e2a\u4e3b\u9898”\uff09<\/td>\n\u76f4\u63a5\u7528\u793e\u533a\u6458\u8981 \u2192 \u9010\u5c42\u805a\u5408 \u2192 \u751f\u6210\u5168\u5c40\u56de\u7b54<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\u51e0\u4e2a\u503c\u5f97\u6df1\u6316\u7684\u6280\u672f\u70b9<\/h2>\n
\u4e3a\u4ec0\u4e48\u7528 LLM \u5efa\u56fe\uff0c\u800c\u4e0d\u662f\u4f20\u7edf NLP\uff1f<\/h3>\n
\u4f20\u7edf\u505a\u6cd5\u662f\u7528 NER\uff08\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff09+ \u5173\u7cfb\u62bd\u53d6\u6a21\u578b\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u6709\u786c\u4f24\uff1a\u5f97\u9884\u5148\u5b9a\u4e49\u597d\u5b9e\u4f53\u7c7b\u578b\u548c\u5173\u7cfb\u7c7b\u578b\uff0c\u6362\u4e2a\u9886\u57df\u5c31\u4e0d\u7075\u4e86\uff0c\u9690\u542b\u5173\u7cfb\u66f4\u662f\u6293\u4e0d\u4f4f\u3002<\/p>\n
LLM \u7684\u4f18\u52bf\u5f88\u660e\u663e\uff1a
\n– \u96f6\u6837\u672c\u5c31\u80fd\u5e72\u6d3b<\/strong>\uff0c\u4e0d\u7528\u4e3a\u6bcf\u4e2a\u9886\u57df\u5355\u72ec\u8bad\u7ec3
\n– \u80fd\u8bfb\u61c2\u8a00\u5916\u4e4b\u610f<\/strong>\uff0c\u6bd4\u5982\u4ece”\u603b\u68c0\u5bdf\u957f\u529e\u516c\u5ba4\u62a5\u544a\u4e86 Novorossiya \u7684\u521b\u5efa”\u91cc\u62bd\u51fa”\u653f\u5e9c\u5173\u6ce8”\u8fd9\u5c42\u9690\u542b\u5173\u7cfb
\n– \u4e0d\u53d7 schema \u9650\u5236<\/strong>\uff0c\u5b9e\u4f53\u548c\u5173\u7cfb\u7c7b\u578b\u8ba9 LLM \u81ea\u5df1\u53d1\u73b0<\/p>\n
\u5f53\u7136\u4ee3\u4ef7\u4e5f\u5f88\u76f4\u63a5\uff1aLLM \u8c03\u7528\u8d35\uff0c\u7d22\u5f15\u9636\u6bb5\u8981\u5904\u7406\u6574\u4e2a\u6570\u636e\u96c6\uff0c\u8ba1\u7b97\u5f00\u9500\u4e0d\u5c0f\u3002<\/p>\n
\u793e\u533a\u68c0\u6d4b\u2014\u2014GraphRAG \u7684\u6740\u624b\u950f<\/h3>\n
\u5f88\u591a\u65b9\u6cd5\u90fd\u4f1a\u7528\u77e5\u8bc6\u56fe\u8c31\u6765\u589e\u5f3a RAG\uff0c\u4f46 GraphRAG \u771f\u6b63\u72ec\u7279\u7684\u5730\u65b9\u5728\u4e8e\u793e\u533a\u68c0\u6d4b\uff1a<\/p>\n
    \n
  • \u7528 Leiden \u4e4b\u7c7b\u7684\u7b97\u6cd5\u628a\u77e5\u8bc6\u56fe\u8c31\u5207\u6210\u591a\u5c42\u6b21\u7684\u793e\u533a\uff08\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a”\u8bdd\u9898\u7fa4\u7ec4”\uff09<\/li>\n
  • \u7ed9\u6bcf\u4e2a\u793e\u533a\u9884\u5148\u751f\u6210\u4e00\u4efd LLM \u6458\u8981\u62a5\u544a<\/li>\n
  • \u4e0d\u540c\u5c42\u6b21\u7684\u793e\u533a\u5bf9\u5e94\u4e0d\u540c\u7684\u62bd\u8c61\u7ea7\u522b\uff0c\u56de\u7b54\u95ee\u9898\u65f6\u6309\u9700\u9009\u7c92\u5ea6<\/li>\n<\/ul>\n
    \u8fd9\u5c31\u662f\u5b83\u80fd\u56de\u7b54”\u5927\u95ee\u9898”\u7684\u79d8\u5bc6\u2014\u2014\u4e0d\u7528\u4e34\u65f6\u904d\u5386\u6574\u5f20\u56fe\uff0c\u76f4\u63a5\u67e5\u9884\u5148\u5199\u597d\u7684\u6458\u8981\u5c31\u884c\u3002<\/p>\n
    \u751f\u6210\u793e\u533a\u62a5\u544a\u65f6\uff0cLLM \u62ff\u5230\u7684\u8f93\u5165\u662f\u8be5\u793e\u533a\u5185\u5b9e\u4f53\u548c\u5173\u7cfb\u7684 CSV \u8868\uff1aEntities \u8868\uff08\u5b9e\u4f53 ID\u3001\u540d\u79f0\u3001\u63cf\u8ff0\uff09\u3001Relationships \u8868\uff08\u6e90\u3001\u76ee\u6807\u3001\u63cf\u8ff0\u3001combined_degree\uff09\u3001\u4ee5\u53ca\u53ef\u9009\u7684 Claims \u8868\u3002\u5173\u7cfb\u6309 combined_degree<\/code> \u964d\u5e8f\u6392\u5217\uff0c\u4f18\u5148\u585e\u6700\u91cd\u8981\u7684\uff0ctoken \u8d85\u4e86\u5c31\u622a\u65ad\u3002<\/p>\n
    \u6eaf\u6e90\u2014\u2014\u6bcf\u53e5\u8bdd\u90fd\u80fd\u67e5\u5230\u51fa\u5904<\/h3>\n
    GraphRAG \u7279\u522b\u5f3a\u8c03\u6eaf\u6e90\u80fd\u529b\uff0c\u6574\u6761\u8bc1\u636e\u94fe\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n
    \u7528\u6237\u67e5\u8be2\n    \u2192 GraphRAG \u56de\u7b54 + [\u6570\u636e\uff1a\u5b9e\u4f53 (ID), \u5173\u7cfb (ID)]\n        \u2192 \u5173\u7cfb ID \u6307\u5411\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5177\u4f53\u8fb9\n            \u2192 \u8fb9\u5173\u8054\u5230\u539f\u59cb\u6e90\u6587\u6863\u7684\u5177\u4f53\u7247\u6bb5\n<\/code><\/pre>\n
    \u56de\u7b54 \u2192 \u56fe\u91cc\u7684\u5b9e\u4f53\/\u5173\u7cfb \u2192 \u539f\u59cb\u6587\u6863\uff0c\u4e00\u8def\u53ef\u8ffd\u6eaf\u3002\u5bf9\u4f01\u4e1a\u7ea7\u5e94\u7528\u6765\u8bf4\uff0c\u8fd9\u4e2a\u80fd\u529b\u975e\u5e38\u5173\u952e\u2014\u2014\u4f60\u80fd\u9a8c\u8bc1 AI \u8bf4\u7684\u6bcf\u4e00\u53e5\u8bdd\u3002<\/p>\n
    \u5b9e\u9a8c\u662f\u600e\u4e48\u505a\u7684\uff1f<\/h2>\n
    \u6570\u636e\u96c6<\/h3>\n
    \u7528\u7684\u662f VIINA \u6570\u636e\u96c6\uff08\u65b0\u95fb\u6587\u7ae0\u66b4\u529b\u4e8b\u4ef6\u4fe1\u606f\uff09\uff0c\u9009\u5f97\u5f88\u8bb2\u7a76\uff1a<\/p>\n
      \n
    • \u6d89\u53ca\u591a\u65b9\u51b2\u7a81\uff0c\u4fe1\u606f\u788e\u7247\u5316\uff0c\u591f\u590d\u6742<\/li>\n
    • \u5305\u542b\u4fc4\u4e4c\u53cc\u65b9\u65b0\u95fb\u6e90\uff0c\u89c2\u70b9\u5bf9\u7acb\uff0c\u6709\u77db\u76fe\u4fe1\u606f<\/li>\n
    • 2023 \u5e74 6 \u6708\u7684\u6570\u636e\uff0c\u786e\u4fdd\u4e0d\u5728 LLM \u8bad\u7ec3\u96c6\u91cc<\/li>\n
    • \u6570\u5343\u7bc7\u6587\u7ae0\uff0c\u8fdc\u8d85\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4e0d\u7528 RAG \u6ca1\u6cd5\u5904\u7406<\/li>\n<\/ul>\n
      \u8bc4\u4f30\u7ed3\u679c<\/h3>\n
      \u7528\u4e86\u56db\u4e2a\u6307\u6807\u6765\u6253\u5206\uff1a<\/p>\n\n\n\n\n\n\n\n\n
      \u6307\u6807<\/th>\n\u8bf4\u7684\u662f\u5565<\/th>\n\u600e\u4e48\u8bc4<\/th>\n<\/tr>\n<\/thead>\n
      \u5168\u9762\u6027<\/td>\n\u7b54\u6848\u5b8c\u4e0d\u5b8c\u6574<\/td>\nLLM \u8bc4\u5206\u5668\u6210\u5bf9\u6bd4\u8f83<\/td>\n<\/tr>\n
      \u4eba\u7c7b\u8d4b\u6743<\/td>\n\u6709\u6ca1\u6709\u7ed9\u51fa\u5904\u8ba9\u4f60\u9a8c\u8bc1<\/td>\nLLM \u8bc4\u5206\u5668\u6210\u5bf9\u6bd4\u8f83<\/td>\n<\/tr>\n
      \u591a\u6837\u6027<\/td>\n\u6709\u6ca1\u6709\u591a\u89d2\u5ea6\u56de\u7b54<\/td>\nLLM \u8bc4\u5206\u5668\u6210\u5bf9\u6bd4\u8f83<\/td>\n<\/tr>\n
      \u5fe0\u5b9e\u5ea6<\/td>\n\u6709\u6ca1\u6709\u778e\u7f16<\/td>\nSelfCheckGPT \u7edd\u5bf9\u6d4b\u91cf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
      \u7ed3\u679c\u633a\u6709\u610f\u601d\uff1aGraphRAG \u5728\u524d\u4e09\u9879\u4e0a\u5927\u5e45\u9886\u5148\u4f20\u7edf RAG\uff0c\u4f46\u5fe0\u5b9e\u5ea6\u4e0a\u4e24\u8005\u5dee\u4e0d\u591a\u3002\u4e5f\u5c31\u662f\u8bf4\uff0cGraphRAG \u7684\u63d0\u5347\u4e3b\u8981\u5728”\u627e\u5f97\u66f4\u5168”\uff0c\u800c\u4e0d\u662f”\u7f16\u5f97\u66f4\u5c11”\u3002<\/p>\n
      \u522b\u5149\u770b\u4f18\u70b9\uff0c\u5c40\u9650\u4e5f\u5f97\u77e5\u9053<\/h2>\n
      \u8fd9\u6bd5\u7adf\u662f\u7bc7\u5b89\u5229\u6587\uff0c\u81ea\u7136\u62a5\u559c\u4e0d\u62a5\u5fe7\u3002\u51e0\u4e2a\u9700\u8981\u6ce8\u610f\u7684\u5751\uff1a<\/p>\n
      \u7d22\u5f15\u6210\u672c\u9ad8<\/strong>\u2014\u2014\u6bcf\u4e2a\u6587\u6863\u5757\u90fd\u8981\u8c03 LLM \u6765\u62bd\u5b9e\u4f53\u548c\u5173\u7cfb\uff0c\u5927\u6570\u636e\u96c6\u53ef\u80fd\u8981\u8dd1\u51e0\u5c0f\u65f6\u751a\u81f3\u51e0\u5929\uff0c\u7528 GPT-4 \u7ea7\u522b\u7684\u6a21\u578b\uff0cAPI \u8d39\u7528\u76f8\u5f53\u53ef\u89c2\u3002<\/p>\n
      \u589e\u91cf\u66f4\u65b0\u662f\u4e2a\u96be\u9898<\/strong>\u2014\u2014\u6587\u7ae0\u538b\u6839\u6ca1\u63d0\u6570\u636e\u53d8\u4e86\u600e\u4e48\u529e\u3002\u5b9e\u9645\u4e0a\u65b0\u589e\u6587\u6863\u8981\u91cd\u65b0\u62bd\u53d6\u3001\u5408\u5e76\uff0c\u793e\u533a\u7ed3\u6784\u53ef\u80fd\u56e0\u6b64\u6539\u53d8\uff0c\u5f97\u91cd\u65b0\u805a\u7c7b\u3001\u91cd\u65b0\u751f\u6210\u6458\u8981\uff0c\u8fd9\u5728\u5de5\u7a0b\u4e0a\u8fd8\u6ca1\u6709\u5f88\u597d\u7684\u89e3\u6cd5\u3002<\/p>\n
      \u62bd\u53d6\u8d28\u91cf\u770b LLM \u8138\u8272<\/strong>\u2014\u2014LLM \u62bd\u5b9e\u4f53\u548c\u5173\u7cfb\u4e0d\u662f\u767e\u5206\u767e\u51c6\u7684\uff0c\u53ef\u80fd\u6f0f\u6389\u9690\u542b\u5b9e\u4f53\u3001\u641e\u9519\u5173\u7cfb\uff0c\u4e0d\u540c\u6a21\u578b\u7684\u62bd\u53d6\u8d28\u91cf\u5dee\u5f02\u4e5f\u5927\uff0c\u4e00\u81f4\u6027\u96be\u4fdd\u8bc1\u3002<\/p>\n
      \u67e5\u8be2\u4f1a\u6162\u4e00\u4e9b<\/strong>\u2014\u2014\u56fe\u904d\u5386 + LLM \u751f\u6210\u6bd4\u7b80\u5355\u7684\u5411\u91cf\u68c0\u7d22 + LLM \u751f\u6210\u94fe\u8def\u66f4\u957f\uff0c\u5ef6\u8fdf\u81ea\u7136\u66f4\u9ad8\u3002<\/p>\n
      \u4e0d\u662f\u6240\u6709\u95ee\u9898\u90fd\u9700\u8981\u5b83<\/strong>\u2014\u2014\u6587\u7ae0\u81ea\u5df1\u4e5f\u627f\u8ba4\uff0c\u7b80\u5355\u7684\u4e8b\u5b9e\u6027\u67e5\u8be2\uff08\u6bd4\u5982”\u4ec0\u4e48\u662f Novorossiya”\uff09\uff0c\u4f20\u7edf RAG \u5c31\u591f\u7528\u4e86\u3002GraphRAG \u7684\u4f18\u52bf\u96c6\u4e2d\u5728\u591a\u8df3\u63a8\u7406\u548c\u5168\u5c40\u603b\u7ed3\u8fd9\u4e24\u4e2a\u573a\u666f\u3002<\/p>\n
      \u6253\u4e2a\u6bd4\u65b9\u5e2e\u4f60\u5efa\u7acb\u76f4\u89c9<\/h2>\n
      \u5047\u8bbe\u4f60\u662f\u516c\u53f8\u65b0\u4eba\uff0c\u60f3\u4e86\u89e3”\u6700\u8fd1\u4e09\u4e2a\u6708\u6700\u91cd\u8981\u7684\u9879\u76ee\u8fdb\u5c55”\u3002<\/p>\n
      \u4f20\u7edf RAG \u5c31\u50cf\u7ffb\u6587\u4ef6\u67dc<\/strong>\uff1a\u4f60\u8d70\u5230\u6863\u6848\u5ba4\uff0c\u7528”\u9879\u76ee\u8fdb\u5c55”\u5f53\u5173\u952e\u8bcd\u53bb\u7ffb\u3002\u627e\u5230\u51e0\u5341\u4efd\u6587\u4ef6\uff0c\u6563\u843d\u5728\u4e0d\u540c\u62bd\u5c49\u91cc\u2014\u2014\u4f1a\u8bae\u7eaa\u8981\u3001\u90ae\u4ef6\u3001\u62a5\u544a\u90fd\u6709\u3002\u4f60\u5f97\u81ea\u5df1\u628a\u788e\u7247\u62fc\u8d77\u6765\u3002<\/p>\n
      GraphRAG \u5c31\u50cf\u95ee\u4e00\u4e2a\u4ec0\u4e48\u90fd\u77e5\u9053\u7684\u8001\u540c\u4e8b<\/strong>\uff1a\u4ed6\u4e0d\u4ec5\u8bfb\u8fc7\u6240\u6709\u6587\u4ef6\uff0c\u8fd8\u8bb0\u5f97”\u5f20\u4e09\u7684 A \u9879\u76ee\u548c\u674e\u56db\u7684 B \u9879\u76ee\u5176\u5b9e\u6709\u5173\u8054”\uff0c\u77e5\u9053”\u4e0a\u4e2a\u6708\u7684\u9884\u7b97\u8c03\u6574\u5f71\u54cd\u4e86\u4e09\u4e2a\u90e8\u95e8”\u3002\u4ed6\u80fd\u76f4\u63a5\u7ed9\u4f60\u4e00\u4e2a\u6709\u6761\u7406\u7684\u5b8c\u6574\u56de\u7b54\u3002<\/p>\n\n\n\n\n\n\n\n\n
      <\/th>\n\u4f20\u7edf RAG<\/th>\nGraphRAG<\/th>\n<\/tr>\n<\/thead>\n
      \u5de5\u4f5c\u65b9\u5f0f<\/td>\n\u641c\u5173\u952e\u8bcd\uff0c\u627e\u76f8\u5173\u6bb5\u843d<\/td>\n\u5148\u5efa\u5173\u7cfb\u7f51\uff0c\u518d\u6cbf\u7740\u5173\u7cfb\u56de\u7b54<\/td>\n<\/tr>\n
      \u64c5\u957f\u7684\u95ee\u9898<\/td>\n“X \u662f\u4ec0\u4e48\uff1f””X \u600e\u4e48\u505a\uff1f”<\/td>\n“X \u548c Y \u6709\u4ec0\u4e48\u5173\u7cfb\uff1f””\u6574\u4f53\u60c5\u51b5\u662f\u4ec0\u4e48\uff1f”<\/td>\n<\/tr>\n
      \u7c7b\u6bd4<\/td>\n\u56fe\u4e66\u9986\u7ba1\u7406\u5458\u5e2e\u4f60\u627e\u4e66<\/td>\n\u4fa6\u63a2\u5e2e\u4f60\u628a\u7ebf\u7d22\u4e32\u6210\u5b8c\u6574\u6545\u4e8b<\/td>\n<\/tr>\n
      \u77ed\u677f<\/td>\n\u788e\u7247\u5316\uff0c\u7f3a\u5168\u5c40\u89c6\u89d2<\/td>\n\u5efa\u5173\u7cfb\u7f51\u9700\u8981\u65f6\u95f4\u548c\u7b97\u529b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
      \u6700\u540e\u5212\u51e0\u4e2a\u91cd\u70b9<\/h2>\n
        \n
      • \n
        GraphRAG \u89e3\u51b3\u7684\u4e0d\u662f”\u641c\u5f97\u66f4\u51c6”\u7684\u95ee\u9898\uff0c\u800c\u662f”\u641c\u7684\u7ef4\u5ea6”\u7684\u95ee\u9898<\/strong>\u2014\u2014\u4ece\u6587\u672c\u76f8\u4f3c\u6027\u6269\u5c55\u5230\u4e86\u5b9e\u4f53\u5173\u7cfb\u548c\u5168\u5c40\u7ed3\u6784\u3002<\/p>\n<\/li>\n
      • \n
        \u77e5\u8bc6\u56fe\u8c31\u662f\u624b\u6bb5\uff0c\u793e\u533a\u805a\u7c7b\u624d\u662f\u771f\u6b63\u7684\u521b\u65b0<\/strong>\u2014\u2014\u5f88\u591a\u65b9\u6cd5\u90fd\u7528\u56fe\u589e\u5f3a RAG\uff0c\u4f46\u793e\u533a\u68c0\u6d4b + \u9884\u6458\u8981\u662f GraphRAG \u89e3\u51b3\u5168\u5c40\u67e5\u8be2\u7684\u72ec\u95e8\u6b66\u5668\u3002<\/p>\n<\/li>\n
      • \n
        \u6eaf\u6e90\u80fd\u529b\u662f\u4fe1\u4efb\u7684\u57fa\u7840<\/strong>\u2014\u2014\u6bcf\u4e2a\u65ad\u8a00\u90fd\u80fd\u8ffd\u6eaf\u5230\u539f\u59cb\u6587\u6863\uff0c\u4f01\u4e1a\u7ea7\u5e94\u7528\u79bb\u4e0d\u5f00\u8fd9\u4e2a\u3002<\/p>\n<\/li>\n
      • \n
        \u4ee3\u4ef7\u662f\u7d22\u5f15\u6210\u672c<\/strong>\u2014\u2014\u7528 LLM \u5904\u7406\u5168\u91cf\u6570\u636e\u5efa\u56fe\u8c31\uff0c\u6bd4\u7b80\u5355\u5411\u91cf\u5316\u8d35\u5f97\u591a\uff0c\u843d\u5730\u65f6\u5fc5\u987b\u6743\u8861\u3002<\/p>\n<\/li>\n
      • \n
        \u4e0d\u662f\u66ff\u4ee3\uff0c\u662f\u4e92\u8865<\/strong>\u2014\u2014\u590d\u6742\u63a8\u7406\u548c\u5168\u5c40\u5206\u6790\u7528 GraphRAG\uff0c\u7b80\u5355\u4e8b\u5b9e\u67e5\u8be2\u7528\u4f20\u7edf RAG\uff0c\u5b9e\u9645\u7cfb\u7edf\u91cc\u4e24\u8005\u7ed3\u5408\u624d\u662f\u6b63\u89e3\u3002<\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"
        \u539f\u6587\uff1aGraphRAG: Unlocking LLM discovery on narrative priva […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[66],"tags":[105,106,62,92],"class_list":["post-70","post","type-post","status-publish","format-standard","hentry","category-graphrag","tag-105","tag-106","tag-62","tag-92"],"_links":{"self":[{"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/posts\/70","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/comments?post=70"}],"version-history":[{"count":0,"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/posts\/70\/revisions"}],"wp:attachment":[{"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/media?parent=70"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/categories?post=70"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/tags?post=70"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}