{"id":65,"date":"2026-06-29T10:21:07","date_gmt":"2026-06-29T02:21:07","guid":{"rendered":"https:\/\/genetop.top\/index.php\/2026\/06\/29\/graphrag-2026-05-12-gold-answer-losing-importance\/"},"modified":"2026-06-29T10:21:07","modified_gmt":"2026-06-29T02:21:07","slug":"graphrag-2026-05-12-gold-answer-losing-importance","status":"publish","type":"post","link":"https:\/\/genetop.top\/index.php\/2026\/06\/29\/graphrag-2026-05-12-gold-answer-losing-importance\/","title":{"rendered":"\u4e3a\u4ec0\u4e48 Gold Answer \u5728 GraphRAG \u7cfb\u7edf\u4e2d\u8d8a\u6765\u8d8a\u4e0d\u91cd\u8981\u4e86"},"content":{"rendered":"
\n

\u4f20\u7edf RAG \u8bc4\u4f30\u4f9d\u8d56\u4eba\u5de5\u6807\u6ce8\u7684”\u6807\u51c6\u7b54\u6848”\uff0c\u4f46\u5728 GraphRAG \u65f6\u4ee3\uff0c\u8fd9\u5957\u65b9\u6cd5\u6b63\u5728\u5931\u53bb\u610f\u4e49\u3002<\/p>\n<\/blockquote>\n

\u4ec0\u4e48\u662f Gold Answer\uff1f<\/h2>\n

Gold Answer\uff08\u9ec4\u91d1\u7b54\u6848\uff09\u662f\u6307\u4eba\u5de5\u6807\u6ce8\u7684”\u6807\u51c6\u6b63\u786e\u7b54\u6848”\u3002\u5728\u4f20\u7edf NLP \u548c RAG \u7cfb\u7edf\u8bc4\u4f30\u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u8fd9\u6837\u505a\uff1a<\/p>\n

    \n
  1. \u51c6\u5907\u4e00\u6279\u6d4b\u8bd5\u95ee\u9898<\/li>\n
  2. \u4eba\u5de5\u5199\u51fa\u6bcf\u4e2a\u95ee\u9898\u7684”\u6b63\u786e\u7b54\u6848”<\/li>\n
  3. \u8ba9\u7cfb\u7edf\u56de\u7b54\u540c\u6837\u7684\u95ee\u9898<\/li>\n
  4. \u5bf9\u6bd4\u7cfb\u7edf\u7b54\u6848\u548c Gold Answer\uff0c\u8ba1\u7b97 F1\u3001BLEU\u3001ROUGE \u7b49\u5206\u6570<\/li>\n<\/ol>\n

    \u8fd9\u5957\u65b9\u6cd5\u5728\u641c\u7d22\u5f15\u64ce\u548c\u7b80\u5355\u95ee\u7b54\u7cfb\u7edf\u4e2d\u8fd0\u884c\u4e86\u5f88\u591a\u5e74\u3002\u4f46\u5728 GraphRAG \u8fd9\u7c7b\u590d\u6742\u7cfb\u7edf\u4e2d\uff0cGold Answer \u7684\u4ef7\u503c\u6b63\u5728\u6025\u5267\u4e0b\u964d\u3002<\/p>\n

    \u77e5\u8bc6\u56fe\u8c31\u6301\u7eed\u6f14\u5316\uff0cGold Answer \u8ddf\u4e0d\u4e0a<\/h2>\n

    \u95ee\u9898\u672c\u8d28<\/h3>\n

    GraphRAG \u7684\u6838\u5fc3\u662f\u77e5\u8bc6\u56fe\u8c31\u3002\u56fe\u8c31\u4e0d\u662f\u9759\u6001\u7684\u2014\u2014\u6bcf\u6b21\u6587\u6863\u66f4\u65b0\u3001\u6bcf\u6b21\u91cd\u65b0\u62bd\u53d6\u5b9e\u4f53\u5173\u7cfb\uff0c\u56fe\u8c31\u90fd\u5728\u53d8\u5316\u3002\u4eca\u5929\u7684”\u6b63\u786e\u7b54\u6848”\uff0c\u660e\u5929\u53ef\u80fd\u5c31\u8fc7\u65f6\u4e86\u3002<\/p>\n

    \u4e3e\u4e2a\u4f8b\u5b50<\/h3>\n

    \u5047\u8bbe\u4f60\u7684\u516c\u53f8\u6709\u4e00\u4efd\u5185\u90e8\u6280\u672f\u67b6\u6784\u6587\u6863\uff1a<\/p>\n

      \n
    • 1 \u6708\u7248\u672c<\/strong>\uff1a\u6587\u6863\u5199\u7740”\u8ba2\u5355\u670d\u52a1\u4f7f\u7528 MySQL \u6570\u636e\u5e93”<\/li>\n
    • 3 \u6708\u7248\u672c<\/strong>\uff1a\u67b6\u6784\u5347\u7ea7\uff0c\u6539\u6210\u4e86”\u8ba2\u5355\u670d\u52a1\u4f7f\u7528 PostgreSQL + Redis \u7f13\u5b58”<\/li>\n<\/ul>\n

      \u4f60\u5728 1 \u6708\u6807\u6ce8\u7684 Gold Answer \u662f\uff1a<\/p>\n

      \n

      Q: \u8ba2\u5355\u670d\u52a1\u7528\u4ec0\u4e48\u6570\u636e\u5e93\uff1f
      \nA: MySQL<\/p>\n<\/blockquote>\n

      \u5230\u4e86 3 \u6708\uff0cGraphRAG \u7cfb\u7edf\u91cd\u65b0\u7d22\u5f15\u4e86\u65b0\u6587\u6863\uff0c\u6b63\u786e\u56de\u7b54\u4e86”PostgreSQL + Redis”\u3002\u4f46\u5982\u679c\u4f60\u8fd8\u62ff 1 \u6708\u7684 Gold Answer \u53bb\u8bc4\u4f30\uff0c\u7cfb\u7edf\u53cd\u800c\u4f1a\u88ab\u5224”\u9519\u8bef”\u3002<\/p>\n

      \u66f4\u73b0\u5b9e\u7684\u573a\u666f<\/h3>\n

      \u5728\u4f01\u4e1a\u5185\u90e8\uff0c\u6587\u6863\u66f4\u65b0\u9891\u7387\u8fdc\u6bd4\u60f3\u8c61\u4e2d\u9ad8\uff1a<\/p>\n

        \n
      • API \u6587\u6863\u6bcf\u5468\u90fd\u5728\u6539<\/li>\n
      • \u7ec4\u7ec7\u67b6\u6784\u6bcf\u5b63\u5ea6\u8c03\u6574<\/li>\n
      • \u6280\u672f\u9009\u578b\u6bcf\u534a\u5e74\u53ef\u80fd\u7ffb\u65b0\u4e00\u6b21<\/li>\n<\/ul>\n

        \u6bcf\u6b21\u6587\u6863\u66f4\u65b0\u540e\uff0c\u4f60\u90fd\u9700\u8981\u91cd\u65b0\u6807\u6ce8 Gold Answer\u3002\u4e00\u4e2a\u6709 500 \u4e2a\u6d4b\u8bd5\u95ee\u9898\u7684\u8bc4\u4f30\u96c6\uff0c\u6bcf\u6b21\u66f4\u65b0\u53ef\u80fd\u6709 30% \u7684\u7b54\u6848\u9700\u8981\u4fee\u6539\u2014\u2014\u8fd9\u610f\u5473\u7740\u6bcf\u6b21\u8981\u91cd\u65b0\u5ba1\u6838 150 \u4e2a\u7b54\u6848\u3002<\/p>\n

        \u4eba\u5de5\u6807\u6ce8 Gold Answer \u6210\u672c\u6781\u9ad8\u4e14\u4e0d\u53ef\u9760<\/h2>\n

        \u95ee\u9898\u672c\u8d28<\/h3>\n

        GraphRAG \u5904\u7406\u7684\u95ee\u9898\u5f80\u5f80\u662f\u591a\u8df3\u63a8\u7406\u3001\u8de8\u6587\u6863\u5173\u8054\u7684\u590d\u6742\u95ee\u9898\u3002\u5bf9\u4e8e\u8fd9\u7c7b\u95ee\u9898\uff0c\u8fde\u4eba\u7c7b\u4e13\u5bb6\u90fd\u5f88\u96be\u7ed9\u51fa\u4e00\u4e2a”\u552f\u4e00\u6b63\u786e”\u7684\u7b54\u6848\u3002<\/p>\n

        \u4e3e\u4e2a\u4f8b\u5b50<\/h3>\n

        \u5047\u8bbe\u95ee\u9898\u662f\uff1a<\/p>\n

        \n

        “\u5f20\u4e09\u8d1f\u8d23\u7684\u9879\u76ee\u4e2d\uff0c\u54ea\u4e9b\u4f7f\u7528\u4e86\u5df2\u7ecf EOL\uff08End of Life\uff09\u7684\u6280\u672f\u6808\uff1f”<\/p>\n<\/blockquote>\n

        \u8981\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u6807\u6ce8\u4eba\u5458\u9700\u8981\uff1a<\/p>\n

          \n
        1. \u627e\u5230\u5f20\u4e09\u8d1f\u8d23\u54ea\u4e9b\u9879\u76ee\uff08\u53ef\u80fd\u5206\u6563\u5728 5 \u4efd\u6587\u6863\u4e2d\uff09<\/li>\n
        2. \u627e\u5230\u6bcf\u4e2a\u9879\u76ee\u7684\u6280\u672f\u6808\uff08\u53c8\u662f\u53e6\u5916\u51e0\u4efd\u6587\u6863\uff09<\/li>\n
        3. \u5224\u65ad\u54ea\u4e9b\u6280\u672f\u6808\u5df2\u7ecf EOL\uff08\u9700\u8981\u67e5\u5916\u90e8\u4fe1\u606f\uff09<\/li>\n
        4. \u7efc\u5408\u4ee5\u4e0a\u4fe1\u606f\u7ed9\u51fa\u7b54\u6848<\/li>\n<\/ol>\n

          \u5047\u8bbe\u771f\u5b9e\u60c5\u51b5\u662f\u5f20\u4e09\u8d1f\u8d23 4 \u4e2a\u9879\u76ee\uff0c\u5176\u4e2d 3 \u4e2a\u7528\u4e86 EOL \u6280\u672f\u6808\u3002\u6807\u6ce8\u5458\u7ecf\u8fc7 1 \u5c0f\u65f6\u7684\u6587\u6863\u7ffb\u9605\uff0c\u5199\u51fa\u4e86 Gold Answer\uff1a<\/p>\n

          \n

          \u9879\u76ee A\uff08Spring Boot 2.5\uff09\u3001\u9879\u76ee B\uff08Log4j 1.x\uff09\u3001\u9879\u76ee C\uff08Python 2.7\uff09<\/p>\n<\/blockquote>\n

          \u4f46\u6807\u6ce8\u5458\u6f0f\u6389\u4e86\u9879\u76ee D\u2014\u2014\u56e0\u4e3a\u5f20\u4e09\u5bf9\u9879\u76ee D \u7684\u8d1f\u8d23\u5173\u7cfb\u5199\u5728\u4e00\u4efd\u4f1a\u8bae\u7eaa\u8981\u91cc\uff0c\u800c\u4e0d\u662f\u6b63\u5f0f\u7684\u9879\u76ee\u5206\u914d\u8868\u4e2d\u3002<\/p>\n

          \u73b0\u5728\u6765\u770b\u8bc4\u4f30\u7ed3\u679c\uff1a<\/p>\n\n\n\n\n\n\n
          \u7cfb\u7edf<\/th>\n\u56de\u7b54<\/th>\n\u5bf9\u6bd4 Gold Answer \u7684\u5f97\u5206<\/th>\n<\/tr>\n<\/thead>\n
          \u666e\u901a RAG<\/td>\n\u627e\u5230\u4e86\u9879\u76ee A\u3001B\uff08\u6f0f\u4e86 C\uff09<\/td>\n\u53ec\u56de\u7387 2\/3 = 0.67<\/td>\n<\/tr>\n
          GraphRAG<\/td>\n\u627e\u5230\u4e86\u9879\u76ee A\u3001B\u3001C\u3001D\uff08\u901a\u8fc7\u4f1a\u8bae\u7eaa\u8981\u4e2d\u7684\u5173\u7cfb\u63a8\u7406\u627e\u5230\u4e86 D\uff09<\/td>\n\u53ec\u56de\u7387 3\/3 = 1.0\uff0c\u4f46\u7cbe\u786e\u7387 3\/4 = 0.75\uff08D \u88ab\u5224\u4e3a”\u591a\u4f59”\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u8bbd\u523a\u7684\u662f\uff1aGraphRAG \u56e0\u4e3a\u6bd4 Gold Answer \u8fd8\u8981\u6b63\u786e<\/strong>\uff0c\u53cd\u800c\u88ab\u6263\u4e86\u5206\u3002\u5b83\u901a\u8fc7\u56fe\u8c31\u4e2d\u7684\u5173\u7cfb\u94fe\uff08\u5f20\u4e09 \u2192 \u53c2\u4f1a \u2192 \u4f1a\u8bae\u51b3\u8bae \u2192 \u8d1f\u8d23\u9879\u76ee D\uff09\u627e\u5230\u4e86\u6807\u6ce8\u5458\u90fd\u9057\u6f0f\u7684\u4fe1\u606f\uff0c\u4f46\u5728\u8bc4\u4f30\u6846\u67b6\u91cc\uff0c\u8fd9\u4e2a”\u591a\u51fa\u6765\u7684\u6b63\u786e\u7b54\u6848”\u88ab\u5f53\u6210\u4e86\u9519\u8bef\u3002<\/p>\n

          \u6700\u7ec8 F1 \u5206\u6570\uff1a
          \n– \u666e\u901a RAG\uff1aF1 = 0.80
          \n– GraphRAG\uff1aF1 = 0.86<\/p>\n

          GraphRAG \u660e\u660e\u627e\u5f97\u66f4\u5168\u3001\u66f4\u51c6\uff0c\u5206\u6570\u4f18\u52bf\u5374\u5fae\u4e4e\u5176\u5fae\u2014\u2014\u751a\u81f3\u5728\u67d0\u4e9b\u8bc4\u4f30\u8bbe\u7f6e\u4e0b\uff08\u6bd4\u5982\u4e25\u683c\u7cbe\u786e\u5339\u914d\uff09\uff0c\u5206\u6570\u53ef\u80fd\u6bd4\u666e\u901a RAG \u8fd8\u4f4e\u3002Gold Answer \u7684\u5929\u82b1\u677f\u9650\u5236\u4e86\u5bf9\u66f4\u4f18\u7cfb\u7edf\u7684\u8bc6\u522b\u80fd\u529b\u3002<\/strong><\/p>\n

          \u6210\u672c\u8d26<\/h3>\n

          \u6807\u6ce8\u4e00\u4e2a\u590d\u6742\u7684 GraphRAG \u6d4b\u8bd5\u95ee\u9898\uff0c\u4e00\u4e2a\u9886\u57df\u4e13\u5bb6\u53ef\u80fd\u9700\u8981 30-60 \u5206\u949f\uff08\u9700\u8981\u7ffb\u9605\u591a\u4efd\u6587\u6863\u3001\u4ea4\u53c9\u9a8c\u8bc1\uff09\u3002\u5982\u679c\u4f60\u9700\u8981 200 \u4e2a\u6d4b\u8bd5\u95ee\u9898\uff0c\u90a3\u5c31\u662f 100-200 \u5c0f\u65f6\u7684\u4e13\u5bb6\u65f6\u95f4\u3002\u800c\u4e14\u8fd9\u4e9b\u7b54\u6848\u7684\u4fdd\u8d28\u671f\u53ef\u80fd\u53ea\u6709\u51e0\u4e2a\u6708\uff08\u53c2\u89c1\u8bba\u70b9\u4e00\uff09\u3002<\/p>\n

          GraphRAG \u7684\u7b54\u6848\u5f62\u5f0f\u5929\u7136\u591a\u6837<\/h2>\n

          \u95ee\u9898\u672c\u8d28<\/h3>\n

          \u4f20\u7edf RAG \u5f80\u5f80\u56de\u7b54\u4e8b\u5b9e\u6027\u95ee\u9898\uff08”X \u662f\u4ec0\u4e48”\uff09\uff0c\u7b54\u6848\u76f8\u5bf9\u56fa\u5b9a\u3002\u4f46 GraphRAG \u64c5\u957f\u7684\u662f\u5173\u7cfb\u63a8\u7406\u548c\u7efc\u5408\u5206\u6790\uff0c\u8fd9\u7c7b\u95ee\u9898\u7684”\u6b63\u786e\u7b54\u6848”\u672c\u8eab\u5c31\u6709\u591a\u79cd\u5408\u7406\u8868\u8fbe\u3002<\/p>\n

          \u4e3e\u4e2a\u4f8b\u5b50<\/h3>\n

          \u95ee\u9898\uff1a<\/p>\n

          \n

          “\u6211\u4eec\u7684\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c\u54ea\u4e9b\u670d\u52a1\u4e4b\u95f4\u5b58\u5728\u5faa\u73af\u4f9d\u8d56\uff1f”<\/p>\n<\/blockquote>\n

          GraphRAG \u53ef\u80fd\u56de\u7b54\uff1a<\/p>\n

          \n

          \u7b54\u6848 A<\/strong>\uff1a\u670d\u52a1 A \u2192 \u670d\u52a1 B \u2192 \u670d\u52a1 C \u2192 \u670d\u52a1 A \u5f62\u6210\u5faa\u73af\uff1b\u670d\u52a1 D \u548c\u670d\u52a1 E \u4e92\u76f8\u8c03\u7528\u3002<\/p>\n

          \u7b54\u6848 B<\/strong>\uff1a\u5b58\u5728\u4e24\u7ec4\u5faa\u73af\u4f9d\u8d56\uff1a(1) A-B-C \u4e09\u89d2\u5faa\u73af (2) D-E \u53cc\u5411\u4f9d\u8d56\u3002\u5efa\u8bae\u4f18\u5148\u89e3\u8026 A-B-C \u5faa\u73af\uff0c\u56e0\u4e3a\u6d89\u53ca\u6838\u5fc3\u4ea4\u6613\u94fe\u8def\u3002<\/p>\n

          \u7b54\u6848 C<\/strong>\uff1a\u68c0\u6d4b\u5230\u5faa\u73af\u4f9d\u8d56\u8def\u5f84\uff1aA\u2192B\u2192C\u2192A\u3002\u53e6\u5916 D\u2194E \u5b58\u5728\u53cc\u5411\u8c03\u7528\uff0c\u4f46\u7531\u4e8e\u662f\u5f02\u6b65\u6d88\u606f\uff0c\u5b9e\u9645\u5f71\u54cd\u8f83\u5c0f\u3002<\/p>\n<\/blockquote>\n

          \u4e09\u4e2a\u7b54\u6848\u90fd\u662f”\u6b63\u786e”\u7684\uff0c\u4f46\u4fa7\u91cd\u70b9\u4e0d\u540c\u3002\u7528\u4efb\u4f55\u4e00\u4e2a\u4f5c\u4e3a Gold Answer\uff0c\u90fd\u4f1a\u4e0d\u516c\u5e73\u5730\u60e9\u7f5a\u5176\u4ed6\u540c\u6837\u6b63\u786e\u7684\u56de\u7b54\u3002<\/p>\n

          \u4f20\u7edf\u6307\u6807\u7684\u5931\u6548<\/h3>\n

          \u7528 ROUGE \u5206\u6570\u5bf9\u6bd4\u4e0a\u9762\u4e09\u4e2a\u7b54\u6848\uff1a<\/p>\n

            \n
          • \u7b54\u6848 A vs \u7b54\u6848 B\uff1aROUGE-L \u53ef\u80fd\u53ea\u6709 0.3\uff08\u63aa\u8f9e\u5b8c\u5168\u4e0d\u540c\uff09<\/li>\n
          • \u7b54\u6848 A vs \u7b54\u6848 C\uff1aROUGE-L \u53ef\u80fd\u6709 0.5\uff08\u6709\u90e8\u5206\u91cd\u53e0\uff09<\/li>\n<\/ul>\n

            \u4f46\u4ece\u4fe1\u606f\u6b63\u786e\u6027\u6765\u770b\uff0c\u4e09\u4e2a\u7b54\u6848\u90fd\u5e94\u8be5\u5f97\u6ee1\u5206\u3002Gold Answer + \u6587\u672c\u76f8\u4f3c\u5ea6\u6307\u6807\u7684\u7ec4\u5408\uff0c\u5728\u8fd9\u91cc\u5b8c\u5168\u5931\u6548\u4e86\u3002<\/p>\n

            LLM-as-Judge \u6b63\u5728\u53d6\u4ee3 Gold Answer<\/h2>\n

            \u95ee\u9898\u672c\u8d28<\/h3>\n

            \u65e2\u7136 Gold Answer \u6709\u8fd9\u4e48\u591a\u95ee\u9898\uff0c\u4e1a\u754c\u6b63\u5728\u8f6c\u5411\u4e00\u79cd\u65b0\u7684\u8bc4\u4f30\u8303\u5f0f\uff1a\u7528 LLM \u4f5c\u4e3a\u8bc4\u5224\u8005\uff08LLM-as-Judge\uff09\uff0c\u76f4\u63a5\u8bc4\u4f30\u7b54\u6848\u7684\u8d28\u91cf\uff0c\u800c\u4e0d\u662f\u548c”\u6807\u51c6\u7b54\u6848”\u505a\u6587\u672c\u5bf9\u6bd4\u3002<\/p>\n

            \u4e3e\u4e2a\u4f8b\u5b50<\/h3>\n

            \u4f20\u7edf\u65b9\u5f0f\uff1a<\/p>\n

            \u7cfb\u7edf\u7b54\u6848: "PostgreSQL + Redis"\nGold Answer: "MySQL"\nROUGE \u5206\u6570: 0.0  \u2192 \u5224\u5b9a\u4e3a\u9519\u8bef \u274c\n<\/code><\/pre>\n
            LLM-as-Judge \u65b9\u5f0f\uff1a<\/p>\n
            \u95ee\u9898: "\u8ba2\u5355\u670d\u52a1\u7528\u4ec0\u4e48\u6570\u636e\u5e93\uff1f"\n\u7cfb\u7edf\u7b54\u6848: "PostgreSQL + Redis"\n\u53c2\u8003\u6587\u6863: [\u6700\u65b0\u67b6\u6784\u6587\u6863\uff0c\u660e\u786e\u5199\u4e86 PostgreSQL + Redis]\n\nLLM \u8bc4\u5224: \u7b54\u6848\u4e0e\u6587\u6863\u4e00\u81f4\uff0c\u4fe1\u606f\u51c6\u786e\uff0c\u5f97\u5206 5\/5 \u2705\n<\/code><\/pre>\n
            LLM-as-Judge \u7684\u4f18\u52bf\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n
            \u7ef4\u5ea6<\/th>\nGold Answer<\/th>\nLLM-as-Judge<\/th>\n<\/tr>\n<\/thead>\n
            \u662f\u5426\u9700\u8981\u4eba\u5de5\u6807\u6ce8<\/td>\n\u9700\u8981\u5927\u91cf\u4eba\u5de5<\/td>\n\u4e0d\u9700\u8981<\/td>\n<\/tr>\n
            \u80fd\u5426\u9002\u5e94\u6587\u6863\u66f4\u65b0<\/td>\n\u9700\u8981\u91cd\u65b0\u6807\u6ce8<\/td>\n\u81ea\u52a8\u9002\u5e94\uff08\u53c2\u8003\u6700\u65b0\u6587\u6863\uff09<\/td>\n<\/tr>\n
            \u80fd\u5426\u5904\u7406\u591a\u79cd\u6b63\u786e\u8868\u8fbe<\/td>\n\u4e0d\u80fd<\/td>\n\u80fd\uff08\u7406\u89e3\u8bed\u4e49\u7b49\u4ef7\uff09<\/td>\n<\/tr>\n
            \u8bc4\u4f30\u6210\u672c<\/td>\n\u9ad8\uff08\u4eba\u5de5\uff09<\/td>\n\u4f4e\uff08API \u8c03\u7528\uff09<\/td>\n<\/tr>\n
            \u8bc4\u4f30\u901f\u5ea6<\/td>\n\u6162\uff08\u5929\/\u5468\uff09<\/td>\n\u5feb\uff08\u5206\u949f\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
            GraphRAG \u7684\u8bc4\u4f30\u7ef4\u5ea6\u8fdc\u8d85”\u7b54\u6848\u6b63\u786e\u6027”<\/h2>\n
            \u95ee\u9898\u672c\u8d28<\/h3>\n
            Gold Answer \u53ea\u80fd\u8bc4\u4f30\u4e00\u4e2a\u7ef4\u5ea6\uff1a\u7b54\u6848\u5185\u5bb9\u662f\u5426\u6b63\u786e\u3002\u4f46 GraphRAG \u7cfb\u7edf\u7684\u8d28\u91cf\u53d6\u51b3\u4e8e\u5f88\u591a\u5176\u4ed6\u56e0\u7d20\uff0c\u8fd9\u4e9b\u56e0\u7d20 Gold Answer \u5b8c\u5168\u65e0\u6cd5\u8861\u91cf\u3002<\/p>\n
            \u4e3e\u4e2a\u4f8b\u5b50<\/h3>\n
            \u540c\u4e00\u4e2a\u95ee\u9898\uff0c\u4e24\u4e2a GraphRAG \u7cfb\u7edf\u90fd\u7ed9\u51fa\u4e86\u6b63\u786e\u7b54\u6848\uff0c\u4f46\u8d28\u91cf\u5929\u5dee\u5730\u522b\uff1a<\/p>\n
            \u7cfb\u7edf A \u7684\u56de\u7b54<\/strong>\uff1a<\/p>\n
            \n
            \u5f20\u4e09\u8d1f\u8d23\u9879\u76ee X\uff0c\u4f7f\u7528\u4e86 Spring Boot 2.5\uff08\u5df2 EOL\uff09\u3002<\/p>\n<\/blockquote>\n
            \u7cfb\u7edf B \u7684\u56de\u7b54<\/strong>\uff1a<\/p>\n
            \n
            \u5f20\u4e09\u8d1f\u8d23\u9879\u76ee X\uff0c\u4f7f\u7528\u4e86 Spring Boot 2.5\uff08\u5df2\u4e8e 2023 \u5e74 11 \u6708\u505c\u6b62\u7ef4\u62a4\uff09\u3002\u6b64\u5916\uff0c\u8be5\u9879\u76ee\u8fd8\u4f9d\u8d56 Log4j 1.x\uff082015 \u5e74 EOL\uff0c\u5b58\u5728\u5df2\u77e5\u5b89\u5168\u6f0f\u6d1e CVE-2019-17571\uff09\u3002\u5efa\u8bae\u53c2\u8003\u5185\u90e8\u8fc1\u79fb\u6307\u5357 [\u94fe\u63a5] \u8fdb\u884c\u5347\u7ea7\u3002<\/p>\n<\/blockquote>\n
            \u4e24\u4e2a\u7b54\u6848\u5bf9\u6bd4 Gold Answer \u53ef\u80fd\u5f97\u5206\u76f8\u540c\uff0c\u4f46\u7cfb\u7edf B \u660e\u663e\u66f4\u6709\u4ef7\u503c\u2014\u2014\u5b83\u63d0\u4f9b\u4e86\u66f4\u5b8c\u6574\u7684\u4fe1\u606f\u3001\u5b89\u5168\u98ce\u9669\u63d0\u793a\u548c\u884c\u52a8\u5efa\u8bae\u3002<\/p>\n
            \u771f\u6b63\u91cd\u8981\u7684\u8bc4\u4f30\u7ef4\u5ea6<\/h3>\n
            \u5bf9\u4e8e GraphRAG \u7cfb\u7edf\uff0c\u6211\u4eec\u66f4\u5e94\u8be5\u5173\u6ce8\uff1a<\/p>\n
              \n
            • \u56fe\u8c31\u8986\u76d6\u7387<\/strong>\uff1a\u5b9e\u4f53\u548c\u5173\u7cfb\u662f\u5426\u88ab\u5b8c\u6574\u62bd\u53d6\uff1f<\/li>\n
            • \u63a8\u7406\u8def\u5f84\u53ef\u89e3\u91ca\u6027<\/strong>\uff1a\u7cfb\u7edf\u662f\u901a\u8fc7\u54ea\u4e9b\u8282\u70b9\u548c\u8fb9\u5f97\u51fa\u7ed3\u8bba\u7684\uff1f<\/li>\n
            • \u4fe1\u606f\u5b8c\u6574\u5ea6<\/strong>\uff1a\u662f\u5426\u9057\u6f0f\u4e86\u91cd\u8981\u7684\u5173\u8054\u4fe1\u606f\uff1f<\/li>\n
            • \u65f6\u6548\u6027<\/strong>\uff1a\u5f15\u7528\u7684\u4fe1\u606f\u662f\u5426\u662f\u6700\u65b0\u7684\uff1f<\/li>\n
            • \u53ef\u64cd\u4f5c\u6027<\/strong>\uff1a\u7b54\u6848\u662f\u5426\u7ed9\u51fa\u4e86\u53ef\u6267\u884c\u7684\u5efa\u8bae\uff1f<\/li>\n<\/ul>\n
              \u8fd9\u4e9b\u7ef4\u5ea6\u90fd\u4e0d\u662f Gold Answer \u80fd\u8bc4\u4f30\u7684\u3002<\/p>\n
              \u90a3\u6211\u4eec\u8be5\u600e\u4e48\u8bc4\u4f30 GraphRAG\uff1f<\/h2>\n
              \u65e2\u7136 Gold Answer \u4e0d\u518d\u662f\u94f6\u5f39\uff0c\u4ee5\u4e0b\u662f\u66f4\u9002\u5408 GraphRAG \u7684\u8bc4\u4f30\u7b56\u7565\uff1a<\/p>\n
                \n
              1. LLM-as-Judge + \u8bc4\u4f30\u7ef4\u5ea6\u62c6\u5206<\/strong>\uff1a\u8ba9 LLM \u4ece\u51c6\u786e\u6027\u3001\u5b8c\u6574\u6027\u3001\u76f8\u5173\u6027\u7b49\u591a\u4e2a\u7ef4\u5ea6\u5206\u522b\u6253\u5206<\/li>\n
              2. \u57fa\u4e8e\u6e90\u6587\u6863\u7684\u4e8b\u5b9e\u6838\u67e5<\/strong>\uff1a\u68c0\u67e5\u7b54\u6848\u4e2d\u7684\u6bcf\u4e2a\u4e8b\u5b9e\u662f\u5426\u80fd\u5728\u6e90\u6587\u6863\u4e2d\u627e\u5230\u4f9d\u636e<\/li>\n
              3. \u56fe\u8c31\u8d28\u91cf\u6307\u6807<\/strong>\uff1a\u76f4\u63a5\u8bc4\u4f30\u77e5\u8bc6\u56fe\u8c31\u7684\u5b9e\u4f53\u8986\u76d6\u7387\u3001\u5173\u7cfb\u51c6\u786e\u7387<\/li>\n
              4. \u7aef\u5230\u7aef\u7528\u6237\u6ee1\u610f\u5ea6<\/strong>\uff1a\u8ba9\u771f\u5b9e\u7528\u6237\u8bc4\u4ef7\u7b54\u6848\u662f\u5426\u89e3\u51b3\u4e86\u4ed6\u4eec\u7684\u95ee\u9898<\/li>\n
              5. \u56de\u5f52\u6d4b\u8bd5\u800c\u975e\u7edd\u5bf9\u8bc4\u5206<\/strong>\uff1a\u5173\u6ce8\u7cfb\u7edf\u66f4\u65b0\u524d\u540e\u7684\u8d28\u91cf\u53d8\u5316\uff0c\u800c\u975e\u8ffd\u6c42\u7edd\u5bf9\u5206\u6570<\/li>\n<\/ol>\n
                \u6700\u540e<\/h2>\n
                Gold Answer \u5e76\u975e\u6beb\u65e0\u4ef7\u503c\u2014\u2014\u5728\u7b80\u5355\u4e8b\u5b9e\u95ee\u7b54\u3001\u7cfb\u7edf\u51b7\u542f\u52a8\u9636\u6bb5\uff0c\u5b83\u4ecd\u7136\u662f\u6709\u7528\u7684\u57fa\u7ebf\u3002\u4f46\u5728 GraphRAG \u8fd9\u7c7b\u590d\u6742\u7cfb\u7edf\u4e2d\uff0c\u8fc7\u5ea6\u4f9d\u8d56 Gold Answer \u4f1a\u5e26\u6765\u4e09\u4e2a\u98ce\u9669\uff1a<\/p>\n
                  \n
                1. \u865a\u5047\u7684\u5b89\u5168\u611f<\/strong>\uff1aGold Answer \u8bc4\u5206\u9ad8\u4e0d\u4ee3\u8868\u7cfb\u7edf\u771f\u7684\u597d\u7528<\/li>\n
                2. \u7ef4\u62a4\u8d1f\u62c5<\/strong>\uff1a\u6301\u7eed\u66f4\u65b0 Gold Answer \u7684\u6210\u672c\u53ef\u80fd\u8d85\u8fc7\u5b83\u5e26\u6765\u7684\u4ef7\u503c<\/li>\n
                3. \u8bc4\u4f30\u76f2\u533a<\/strong>\uff1aGold Answer \u65e0\u6cd5\u8986\u76d6 GraphRAG \u6700\u91cd\u8981\u7684\u8d28\u91cf\u7ef4\u5ea6<\/li>\n<\/ol>\n
                  \u4e0e\u5176\u82b1\u5927\u91cf\u65f6\u95f4\u7ef4\u62a4\u4e00\u5957\u6ce8\u5b9a\u4f1a\u8fc7\u65f6\u7684”\u6807\u51c6\u7b54\u6848”\uff0c\u4e0d\u5982\u628a\u7cbe\u529b\u6295\u5165\u5230\u66f4\u73b0\u4ee3\u3001\u66f4\u5168\u9762\u7684\u8bc4\u4f30\u4f53\u7cfb\u4e2d\u3002GraphRAG \u7684\u8bc4\u4f30\uff0c\u5e94\u8be5\u50cf GraphRAG \u672c\u8eab\u4e00\u6837\u2014\u2014\u52a8\u6001\u3001\u591a\u7ef4\u3001\u57fa\u4e8e\u7406\u89e3\u800c\u975e\u6b7b\u8bb0\u786c\u80cc\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
                  \u4f20\u7edf RAG \u8bc4\u4f30\u4f9d\u8d56\u4eba\u5de5\u6807\u6ce8\u7684”\u6807\u51c6\u7b54\u6848”\uff0c\u4f46\u5728 GraphRAG \u65f6\u4ee3\uff0c\u8fd9\u5957\u65b9\u6cd5\u6b63 […]<\/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":[86,88,87,89,62,90],"class_list":["post-65","post","type-post","status-publish","format-standard","hentry","category-graphrag","tag-gold-answer","tag-llm-as-judge","tag-rag","tag-89","tag-62","tag-90"],"_links":{"self":[{"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/posts\/65","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=65"}],"version-history":[{"count":0,"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/posts\/65\/revisions"}],"wp:attachment":[{"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/media?parent=65"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/categories?post=65"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/genetop.top\/index.php\/wp-json\/wp\/v2\/tags?post=65"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}