{"id":27804,"date":"2025-10-30T08:47:46","date_gmt":"2025-10-30T00:47:46","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27804"},"modified":"2025-10-30T08:47:46","modified_gmt":"2025-10-30T00:47:46","slug":"%e4%b8%ba%e4%bb%80%e4%b9%88%e8%af%b4%e5%81%9a%e5%a5%bdrag%e5%b0%b1%e5%a4%9f%e4%ba%86%ef%bc%9f%e6%b7%b1%e5%ba%a6%e6%8b%86%e8%a7%a3rag%e7%b3%bb%e7%bb%9f%e7%9a%84%e7%8e%b0%e7%8a%b6%e3%80%81%e4%bc%98","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/10\/30\/27804\/","title":{"rendered":"\u4e3a\u4ec0\u4e48\u8bf4\u505a\u597dRAG\u5c31\u591f\u4e86\uff1f\u6df1\u5ea6\u62c6\u89e3RAG\u7cfb\u7edf\u7684\u73b0\u72b6\u3001\u4f18\u5316\u4e0e\u672a\u6765"},"content":{"rendered":"
RAG\u4e4b\u6240\u4ee5\u88ab\u884c\u4e1a\u770b\u91cd\uff0c\u6838\u5fc3\u4e0d\u662f\u56e0\u4e3a\u5b83\u201c\u6280\u672f\u591a\u5148\u8fdb\u201d\uff0c\u800c\u662f\u56e0\u4e3a\u5b83\u201c\u843d\u5730\u6210\u672c\u4f4e\u3001\u9002\u914d\u6027\u5f3a\u201d\u3002\u5728AI\u6280\u672f\u4ece\u201c\u901a\u7528\u80fd\u529b\u201d\u8d70\u5411\u201c\u884c\u4e1a\u6df1\u8015\u201d\u7684\u4eca\u5929\uff0cRAG\u66f4\u50cf\u662f\u4e00\u628a\u201c\u884c\u4e1a\u9002\u914d\u7684\u94a5\u5319\u201d\u2014\u2014\u80fd\u5feb\u901f\u6253\u5f00\u201cAI+\u5ba2\u670d\u201d\u201cAI+\u6cd5\u5f8b\u201d\u201cAI+\u91d1\u878d\u201d\u7b49\u5404\u4e2a\u9886\u57df\u7684\u843d\u5730\u5927\u95e8\u3002<\/div>\n
\n
\n

<\/p>\n

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\u8fd9\u4e2a\u89c2\u70b9\u80cc\u540e\uff0c\u662fRAG\u6280\u672f\u5728\u6210\u672c\u3001\u6548\u7387\u4e0e\u77e5\u8bc6\u65f6\u6548\u6027\u4e0a\u7684\u5929\u7136\u4f18\u52bf\uff0c\u4e5f\u662f\u884c\u4e1a\u5bf9\u201cAI\u843d\u5730\u5b9e\u7528\u6027\u201d\u7684\u91cd\u65b0\u5ba1\u89c6\u3002\u4eca\u5929\u4eceRAG\u4e0e\u6a21\u578b\u5fae\u8c03\u7684\u5173\u7cfb\u8bf4\u8d77\uff0c\u62c6\u89e3\u73b0\u6709RAG\u67b6\u6784\u5728\u5782\u76f4\u9886\u57df\u7684\u75db\u70b9\uff0c\u63a2\u7d22\u4f18\u5316\u65b9\u5411\uff0c\u804a\u804a\u6211\u5bf9RAG\u7684\u8ba4\u8bc6\u3002<\/p>\n

01\u3001RAG\u4e0e\u6a21\u578b\u5fae\u8c03\uff1a\u4e0d\u662f\u201c\u975e\u6b64\u5373\u5f7c\u201d\uff0c\u800c\u662f\u201c\u56e0\u5730\u5236\u5b9c\u201d<\/h3>\n

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\u6a21\u578b\u5fae\u8c03\uff1a\u7ed9\u201c\u901a\u624d\u201d\u505a\u201c\u4e13\u9879\u57f9\u8bad\u201d<\/h4>\n

\u6a21\u578b\u5fae\u8c03\u7684\u672c\u8d28\u662f\u201c\u8fc1\u79fb\u5b66\u4e60\u201d\u3002\u5b83\u4ee5\u9884\u8bad\u7ec3\u5927\u6a21\u578b\u4e3a\u57fa\u7840\uff08\u6bd4\u5982Qwen\u3001Llama 3\uff09\uff0c\u7528\u7279\u5b9a\u9886\u57df\u7684\u5c0f\u89c4\u6a21\u6570\u636e\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff0c\u8ba9\u201c\u901a\u624d\u578b\u201d\u6a21\u578b\u53d8\u6210\u201c\u4e13\u624d\u201d\u3002<\/p>\n

\u6bd4\u5982\u8981\u505a\u533b\u7597\u6587\u672c\u5206\u7c7b\uff0c\u4e0d\u9700\u8981\u4ece\u5934\u8bad\u7ec3\u4e00\u4e2a\u6a21\u578b\uff0c\u53ea\u9700\u7528\u533b\u9662\u7684\u75c5\u4f8b\u6570\u636e\u5fae\u8c03\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u8ba9\u5b83\u5b66\u4f1a\u8bc6\u522b\u201c\u75c5\u7076\u63cf\u8ff0\u201d\u201c\u7528\u836f\u65b9\u6848\u201d\u7b49\u533b\u7597\u9886\u57df\u7279\u6709\u7684\u8bed\u8a00\u6a21\u5f0f\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u964d\u4f4e\u8bad\u7ec3\u6210\u672c\uff0c\u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\uff1a\u6bcf\u6b21\u77e5\u8bc6\u66f4\u65b0\u90fd\u8981\u91cd\u65b0\u5fae\u8c03<\/strong>\u3002\u50cf\u91d1\u878d\u9886\u57df\u6bcf\u5929\u90fd\u6709\u65b0\u653f\u7b56\u3001\u65b0\u884c\u60c5\uff0c\u82e5\u7528\u5fae\u8c03\uff0c\u6bcf\u5468\u751a\u81f3\u6bcf\u5929\u90fd\u8981\u91cd\u590d\u201c\u6570\u636e\u6807\u6ce8-\u8bad\u7ec3-\u90e8\u7f72\u201d\u7684\u6d41\u7a0b\uff0c\u8017\u65f6\u53c8\u8017\u94b1\u3002<\/p>\n

RAG\uff1a\u7ed9\u6a21\u578b\u201c\u5e26\u672c\u53c2\u8003\u4e66\u89e3\u9898\u201d<\/h4>\n

RAG\u5219\u5b8c\u5168\u4e0d\u540c\u3002\u5b83\u4e0d\u78b0\u6a21\u578b\u53c2\u6570\uff0c\u800c\u662f\u628a\u201c\u5916\u90e8\u77e5\u8bc6\u5e93\u201d\u548c\u201c\u5927\u8bed\u8a00\u6a21\u578b\u201d\u7ed3\u5408\uff1a\u7528\u6237\u63d0\u95ee\u65f6\uff0c\u5148\u4ece\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u51fa\u76f8\u5173\u4fe1\u606f\uff0c\u518d\u628a\u8fd9\u4e9b\u4fe1\u606f\u548c\u95ee\u9898\u4e00\u8d77\u5582\u7ed9\u6a21\u578b\uff0c\u8ba9\u6a21\u578b\u57fa\u4e8e\u201c\u53c2\u8003\u8d44\u6599\u201d\u751f\u6210\u7b54\u6848\u3002<\/p>\n

\u6bd4\u5982\u7528\u6237\u95ee\u201c2024\u5e74\u4e2d\u56fd\u65b0\u80fd\u6e90\u6c7d\u8f66\u9500\u91cfTOP3\u54c1\u724c\u201d\uff0cRAG\u4e0d\u4f1a\u4f9d\u8d56\u6a21\u578b2023\u5e74\u7684\u9884\u8bad\u7ec3\u77e5\u8bc6\uff0c\u800c\u662f\u5148\u4ece\u5b9e\u65f6\u66f4\u65b0\u7684\u884c\u4e1a\u6570\u636e\u5e93\u4e2d\uff0c\u68c0\u7d22\u51fa2024\u5e74\u7684\u9500\u91cf\u6570\u636e\uff0c\u518d\u8ba9\u6a21\u578b\u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u6574\u7406\u56de\u7b54\u3002\u8fd9\u79cd\u6a21\u5f0f\u7684\u6838\u5fc3\u4f18\u52bf\u6709\u4e24\u4e2a\uff1a<\/p>\n

    \n
  • \u6210\u672c\u4f4e\uff1a\u4e0d\u7528\u4e70\u6602\u8d35\u7684GPU\u7b97\u529b\u505a\u8bad\u7ec3\uff0c\u66f4\u65b0\u77e5\u8bc6\u53ea\u9700\u540c\u6b65\u77e5\u8bc6\u5e93\uff1b<\/li>\n
  • \u65f6\u6548\u6027\u5f3a\uff1a\u80fd\u5b9e\u65f6\u5bf9\u63a5\u6700\u65b0\u6570\u636e\uff0c\u907f\u514d\u6a21\u578b\u201c\u77e5\u8bc6\u8fc7\u671f\u201d\u3002<\/li>\n<\/ul>\n

    \u4ec0\u4e48\u65f6\u5019\u9700\u8981\u5fae\u8c03\uff1fRAG\u7684\u5c40\u9650\u6027<\/h4>\n

    \u5f53\u7136\uff0c\u201cRAG\u591f\u7528\u201d\u5e76\u975e\u7edd\u5bf9\u3002\u4e24\u79cd\u573a\u666f\u4e0b\uff0c\u6a21\u578b\u5fae\u8c03\u66f4\u6709\u4f18\u52bf\uff1a<\/p>\n

      \n
    • \u590d\u6742\u903b\u8f91\u4efb\u52a1\uff1a\u6bd4\u5982\u6cd5\u5f8b\u5408\u540c\u751f\u6210\uff0c\u9700\u8981\u6a21\u578b\u6df1\u5165\u7406\u89e3\u201c\u6761\u6b3e\u5d4c\u5957\u5173\u7cfb\u201d\u201c\u6cd5\u5f8b\u8d23\u4efb\u754c\u5b9a\u201d\u7b49\u590d\u6742\u903b\u8f91\uff0cRAG\u867d\u80fd\u68c0\u7d22\u6cd5\u6761\uff0c\u4f46\u6574\u5408\u903b\u8f91\u7684\u80fd\u529b\u4e0d\u5982\u7ecf\u8fc7\u5fae\u8c03\u7684\u6a21\u578b\uff1b<\/li>\n
    • \u5c0f\u6570\u636e\u9ad8\u8d28\u91cf\u573a\u666f\uff1a\u82e5\u67d0\u9886\u57df\u6570\u636e\u91cf\u5c11\u4f46\u6807\u6ce8\u6781\u7cbe\u51c6\uff08\u6bd4\u5982\u9ad8\u7aef\u5236\u9020\u7684\u6545\u969c\u8bca\u65ad\u6570\u636e\uff09\uff0c\u5fae\u8c03\u80fd\u628a\u8fd9\u4e9b\u201c\u7cbe\u54c1\u6570\u636e\u201d\u7684\u4ef7\u503c\u6700\u5927\u5316\uff0c\u800cRAG\u53ef\u80fd\u56e0\u6570\u636e\u91cf\u4e0d\u8db3\u5bfc\u81f4\u68c0\u7d22\u6548\u679c\u5dee\u3002<\/li>\n<\/ul>\n

      \u7b80\u5355\u8bf4\uff1a\u591a\u6570\u201c\u9700\u8981\u5b9e\u65f6\u77e5\u8bc6\u3001\u4f4e\u6210\u672c\u843d\u5730\u201d\u7684\u573a\u666f\uff0cRAG\u662f\u9996\u9009\uff1b\u5c11\u6570\u201c\u9700\u8981\u6df1\u5ea6\u903b\u8f91\u3001\u6709\u9ad8\u8d28\u91cf\u5c0f\u6570\u636e\u201d\u7684\u573a\u666f\uff0c\u5fae\u8c03\u624d\u66f4\u5408\u9002\u3002<\/p>\n

      02\u3001\u73b0\u6709RAG\u7684\u901a\u7528\u67b6\u6784\uff1a\u770b\u4f3c\u597d\u7528\uff0c\u5b9e\u5219\u85cf\u5751<\/h3>\n

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      \u53cc\u5c42\u67b6\u6784\uff1a\u5148\u7b5b\u8303\u56f4\uff0c\u518d\u627e\u76f8\u4f3c<\/h4>\n

      \u7528\u201c\u667a\u80fd\u5ba2\u670d\u67e5\u552e\u540e\u653f\u7b56\u201d\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u62c6\u89e3\u8fd9\u5957\u67b6\u6784\u7684\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/p>\n

        \n
      • \u7b2c\u4e00\u6b65\uff1a\u5143\u6570\u636e\u8fc7\u6ee4\uff08\u5708\u8303\u56f4\uff09<\/strong><\/li>\n<\/ul>\n

        \u5143\u6570\u636e\u5c31\u50cf\u4e66\u7c4d\u7684\u201c\u6807\u7b7e\u201d\uff0c\u6bd4\u5982\u201c\u6587\u6863\u7c7b\u578b=\u552e\u540e\u653f\u7b56\u201d\u201c\u66f4\u65b0\u65f6\u95f4=2024\u5e74\u201d\u201c\u4ea7\u54c1\u54c1\u7c7b=\u624b\u673a\u201d\u3002\u5f53\u7528\u6237\u95ee\u201c2024\u5e74\u624b\u673a\u788e\u5c4f\u9669\u600e\u4e48\u7406\u8d54\u201d\uff0c\u5143\u6570\u636e\u5c42\u4f1a\u5148\u8fc7\u6ee4\u63892023\u5e74\u7684\u65e7\u653f\u7b56\u3001\u7535\u8111\u7684\u552e\u540e\u6587\u6863\uff0c\u628a\u8303\u56f4\u7f29\u5c0f\u5230\u201c2024\u5e74\u624b\u673a\u552e\u540e\u653f\u7b56\u201d\uff1b<\/p>\n

          \n
        • \u7b2c\u4e8c\u6b65\uff1a\u8bed\u4e49\u5411\u91cf\u68c0\u7d22\uff08\u627e\u7cbe\u51c6\uff09<\/strong><\/li>\n<\/ul>\n

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            \n
          • \u7b2c\u4e09\u6b65\uff1a\u751f\u6210\u7b54\u6848<\/strong><\/li>\n<\/ul>\n

            \u628a\u68c0\u7d22\u5230\u7684\u7247\u6bb5\u5582\u7ed9\u5927\u6a21\u578b\uff0c\u8ba9\u6a21\u578b\u6574\u7406\u6210\u81ea\u7136\u8bed\u8a00\u56de\u7b54\u3002<\/p>\n

            \u8fd9\u5957\u67b6\u6784\u7684\u4f18\u52bf\u5f88\u660e\u663e\uff1a\u80fd\u5feb\u901f\u7f29\u5c0f\u68c0\u7d22\u8303\u56f4\uff0c\u907f\u514d\u6a21\u578b\u88ab\u65e0\u5173\u4fe1\u606f\u5e72\u6270\uff0c\u5927\u5e45\u63d0\u5347\u68c0\u7d22\u6548\u7387\u3002<\/p>\n

            \u6700\u5927\u5751\u70b9\uff1a\u5782\u76f4\u9886\u57df\u843d\u5730\uff0cRAG\u4e3a\u4f55\u201c\u6c34\u571f\u4e0d\u670d\u201d\uff1f<\/h4>\n

            \u901a\u7528 RAG \u67b6\u6784\u4ee5 \u201c\u666e\u9002\u6027\u201d \u4e3a\u8bbe\u8ba1\u6838\u5fc3\uff0c\u5176\u6807\u51c6\u5316\u7684\u8bed\u4e49\u5339\u914d\u4e0e\u68c0\u7d22\u903b\u8f91\uff0c\u96be\u4ee5\u9002\u914d\u5782\u76f4\u9886\u57df\u7684\u4e13\u4e1a\u7279\u6027\u4e0e\u4e1a\u52a1\u7ea6\u675f\uff0c\u5bfc\u81f4\u843d\u5730\u65f6\u9891\u7e41 \u201c\u5361\u58f3\u201d\u3002<\/p>\n

            \u9996\u8981\u75db\u70b9\u662f\u9886\u57df\u4e13\u6709\u540d\u8bcd\u7406\u89e3\u504f\u5dee\uff0c\u4f8b\u5982\uff0c\u533b\u7597\u9886\u57df\u7684 \u201c\u9633\u6027\u201d\u201cCKD\u201d \u7b49\u672f\u8bed\u5b58\u5728\u6b67\u4e49\u6216\u7f29\u5199\u58c1\u5792\uff0c\u6cd5\u5f8b\u9886\u57df\u7684 \u201c\u5b9a\u91d1\u201d\u201c\u8ba2\u91d1\u201d \u6613\u88ab\u6df7\u6dc6\u3001\u201c\u6848\u7531\u201d \u5c42\u7ea7\u5173\u7cfb\u88ab\u65e0\u89c6\uff0c\u91d1\u878d\u9886\u57df\u7684 \u201c\u8425\u6536\u201d \u591a\u53e3\u5f84\u5dee\u5f02\u3001\u201c\u5934\u5bf8\u201d \u8de8\u5b50\u9886\u57df\u8bed\u4e49\u4e0d\u540c\uff0c\u901a\u7528\u5d4c\u5165\u6a21\u578b\u65e0\u6cd5\u7cbe\u51c6\u89e3\u6790\u8fd9\u4e9b\u4e13\u4e1a\u5185\u6db5\uff0c\u76f4\u63a5\u9020\u6210\u68c0\u7d22\u504f\u5dee\u3002<\/p>\n

            \u5176\u6b21\u662f\u77e5\u8bc6\u7ec4\u7ec7\u4e0e\u4e1a\u52a1\u903b\u8f91\u9002\u914d\u7f3a\u5931\uff0c\u4f8b\u5982\uff0c\u533b\u7597\u6240\u9700\u7684 \u201c\u836f\u7269 – \u75c7\u72b6 – \u76d1\u6d4b\u6307\u6807\u201d \u5173\u8054\u94fe\u3001\u8fd0\u7ef4\u4f9d\u8d56\u7684 \u201c\u544a\u8b66 – \u6839\u56e0 – \u5de5\u5177\u201d \u6392\u67e5\u94fe\u8def\u3001\u6cd5\u5f8b\u5f3a\u8c03\u7684 \u201c\u5730\u57df\u89c4\u5b9a – \u6cd5\u6761 – \u6848\u4f8b\u201d \u5c42\u7ea7\u5173\u7cfb\uff0c\u901a\u7528 RAG \u7684\u6241\u5e73\u68c0\u7d22\u6a21\u5f0f\u65e0\u6cd5\u6784\u5efa\uff0c\u5bfc\u81f4\u4fe1\u606f\u788e\u7247\u5316\u3002<\/p>\n

            \u6700\u540e\u662f\u6570\u636e\u4e0e\u573a\u666f\u9002\u914d\u4e0d\u8db3\uff0c\u65e2\u96be\u4ee5\u5bf9\u63a5\u8fd0\u7ef4\u76d1\u63a7\u3001\u91d1\u878d\u884c\u60c5\u7b49\u52a8\u6001\u6570\u636e\uff0c\u4e5f\u65e0\u6cd5\u6ee1\u8db3\u533b\u7597\u9690\u79c1\u5408\u89c4\u3001\u91d1\u878d\u76d1\u7ba1\u65f6\u6548\u7b49\u573a\u666f\u7ea6\u675f\uff0c\u66f4\u65e0\u6cd5\u5d4c\u5165\u884c\u4e1a\u7279\u6709\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u6700\u7ec8\u6ca6\u4e3a \u201c\u53ea\u4f1a\u8d34\u7b54\u6848\u7684\u6587\u6863\u68c0\u7d22\u5de5\u5177\u201d\uff0c\u800c\u975e\u80fd\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u7684\u667a\u80fd\u7cfb\u7edf\u3002<\/p>\n

            03\u3001RAG\u7684\u4f18\u5316\u65b9\u5411\uff1a\u4ece\u201c\u88ab\u52a8\u68c0\u7d22\u201d\u5230\u201c\u4e3b\u52a8\u8fdb\u5316\u201d<\/h3>\n

            \u73b0\u6709RAG\u5728\u5782\u76f4\u9886\u57df\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5728\u4e8e\u201c\u901a\u7528\u67b6\u6784\u4e0e\u884c\u4e1a\u7279\u6027\u4e0d\u5339\u914d\u201d\u201c\u68c0\u7d22\u94fe\u8def\u4e0d\u53ef\u63a7\u201d\u201c\u8bb0\u5fc6\u80fd\u529b\u4e0d\u8db3\u201d\u3002\u8981\u8ba9 RAG \u771f\u6b63\u9002\u914d\u884c\u4e1a\u9700\u6c42\uff0c\u9700\u8981\u4ece \u201c\u67b6\u6784\u884c\u4e1a\u9002\u914d\u201d\u201c\u4e0a\u4e0b\u6587\u53ef\u89c2\u6d4b\u6027\u201d \u548c \u201c\u8bb0\u5fc6\u5b9e\u73b0\u201d \u4e09\u4e2a\u65b9\u5411\u7a81\u7834\u3002<\/p>\n

            \u67b6\u6784\u884c\u4e1a\u9002\u914d\uff1a\u8ba9 RAG \u4ece \u201c\u901a\u7528\u6a21\u677f\u201d \u53d8 \u201c\u884c\u4e1a\u4e13\u5c5e\u201d<\/h4>\n

            \u901a\u7528 RAG \u7684 \u201c\u5143\u6570\u636e\u8fc7\u6ee4 + \u5411\u91cf\u68c0\u7d22\u201d \u67b6\u6784\uff0c\u672c\u8d28\u662f \u201c\u65e0\u5dee\u522b\u9002\u914d\u201d \u7684\u6807\u51c6\u5316\u65b9\u6848\uff0c\u65e0\u6cd5\u5e94\u5bf9\u533b\u7597\u7684\u9690\u79c1\u7ea6\u675f\u3001\u91d1\u878d\u7684\u5b9e\u65f6\u9700\u6c42\u3001\u8fd0\u7ef4\u7684\u94fe\u8def\u4f9d\u8d56\u7b49\u884c\u4e1a\u7279\u6027\u3002\u89e3\u51b3 \u201c\u67b6\u6784\u4e0e\u884c\u4e1a\u4e0d\u5339\u914d\u201d \u95ee\u9898\uff0c\u6838\u5fc3\u662f\u6784\u5efa \u201c\u9886\u57df\u539f\u751f\u201d \u7684 RAG \u67b6\u6784\uff0c\u901a\u8fc7 \u201c\u7ec4\u4ef6\u5b9a\u5236 + \u6d41\u7a0b\u9002\u914d\u201d \u5b9e\u73b0\u7cbe\u51c6\u5bf9\u9f50\u3002<\/p>\n

            \uff081\uff09\u68c0\u7d22\u5f15\u64ce\u7ec4\u4ef6\uff1a\u6309\u884c\u4e1a\u9700\u6c42 \u201c\u9009\u5bf9\u5de5\u5177\u201d<\/strong><\/p>\n

            \u4e0d\u540c\u884c\u4e1a\u7684\u77e5\u8bc6\u5f62\u6001\uff08\u6587\u672c \/ \u591a\u6a21\u6001\uff09\u3001\u6570\u636e\u89c4\u6a21\uff08\u5343\u4e07\u7ea7 \/ \u4ebf\u7ea7\uff09\u3001\u5b9e\u65f6\u6027\u8981\u6c42\uff08\u6beb\u79d2\u7ea7 \/ \u79d2\u7ea7\uff09\u5dee\u5f02\u663e\u8457\uff0c\u9700\u9488\u5bf9\u6027\u9009\u62e9\u6216\u6539\u9020\u68c0\u7d22\u5f15\u64ce\uff1a<\/p>\n

              \n
            • \u533b\u7597\u884c\u4e1a\uff1a\u4f18\u5148\u9009\u62e9\u652f\u6301\u79c1\u6709\u5316\u90e8\u7f72\u7684\u5411\u91cf\u5e93\uff0c\u6ee1\u8db3\u75c5\u5386\u6570\u636e\u7684\u9690\u79c1\u5408\u89c4\u9700\u6c42\uff0c\u540c\u65f6\u5bf9\u63a5\u7ed3\u6784\u5316\u8bca\u7597\u6307\u5357\u6570\u636e\u5e93\uff0c\u5b9e\u73b0 \u201c\u975e\u7ed3\u6784\u5316\u75c5\u5386 + \u7ed3\u6784\u5316\u6307\u5357\u201d \u7684\u6df7\u5408\u68c0\u7d22\u3002\u4f8b\u5982\u513f\u7ae5\u533b\u9662\u5c06\u300a\u513f\u79d1\u8bca\u7597\u6307\u5357\u300b\u7ed3\u6784\u5316\u5b58\u50a8\uff0c\u642d\u914d\u516c\u5f00\u75c5\u4f8b\u7684\u5411\u91cf\u68c0\u7d22\uff0c\u95ee\u8bca\u51c6\u786e\u7387\u63d0\u5347\u81f3 89%\u3002<\/li>\n
            • \u91d1\u878d\u884c\u4e1a\uff1a\u91c7\u7528\u652f\u6301\u5b9e\u65f6\u6570\u636e\u63a5\u5165\u7684\u4e91\u539f\u751f\u5411\u91cf\u5e93\uff0c\u5bf9\u63a5\u884c\u60c5\u7cfb\u7edf API \u5b9e\u73b0 \u201c\u9759\u6001\u8d22\u62a5\u6570\u636e + \u52a8\u6001\u80a1\u4ef7\u6570\u636e\u201d \u7684\u6df7\u5408\u53ec\u56de\uff0c\u786e\u4fdd\u5206\u6790\u7ed3\u8bba\u7684\u65f6\u6548\u6027\u3002\u67d0\u94f6\u884c\u901a\u8fc7\u6b64\u65b9\u6848\u5c06\u4fe1\u8d37\u5ba1\u6279\u4e2d\u7684\u6570\u636e\u68c0\u7d22\u5ef6\u8fdf\u63a7\u5236\u5728 1 \u79d2\u5185\uff0c\u6548\u7387\u63d0\u5347 40%\u3002<\/li>\n
            • \u7535\u5546\u884c\u4e1a\uff1a\u9009\u7528\u591a\u6a21\u6001\u5411\u91cf\u5e93\uff0c\u652f\u6301 \u201c\u5546\u54c1\u56fe\u7247 + \u6587\u5b57\u63cf\u8ff0 + \u7528\u6237\u8bc4\u8bba\u201d \u7684\u8de8\u6a21\u6001\u68c0\u7d22\uff0c\u9002\u914d \u201c\u56fe\u6587\u627e\u8d27\u201d\u201c\u8bc4\u8bba\u95ee\u7b54\u201d \u7b49\u573a\u666f\u3002\u7f8e\u5986\u7535\u5546\u501f\u52a9\u8be5\u67b6\u6784\uff0c\u5546\u54c1\u63a8\u8350\u70b9\u51fb\u7387\u63d0\u5347 27%\u3002<\/li>\n
            • \u8fd0\u7ef4\u884c\u4e1a\uff1a\u6784\u5efa \u201c\u5411\u91cf\u5e93 + \u77e5\u8bc6\u56fe\u8c31\u201d \u53cc\u5f15\u64ce\uff0c\u5411\u91cf\u5e93\u8d1f\u8d23\u68c0\u7d22\u6545\u969c\u6392\u67e5\u624b\u518c\u7b49\u975e\u7ed3\u6784\u5316\u6587\u6863\uff0c\u77e5\u8bc6\u56fe\u8c31\u5b58\u50a8 \u201c\u544a\u8b66 – \u6839\u56e0 – \u5de5\u5177\u201d \u7684\u7ed3\u6784\u5316\u94fe\u8def\uff0c\u89e3\u51b3\u5355\u4e00\u68c0\u7d22\u7684\u903b\u8f91\u65ad\u88c2\u95ee\u9898\u3002<\/li>\n<\/ul>\n

              \uff082\uff09\u8bed\u4e49\u7406\u89e3\u5c42\uff1a\u690d\u5165\u884c\u4e1a \u201c\u672f\u8bed\u7ffb\u8bd1\u5668\u201d<\/strong><\/p>\n

              \u9488\u5bf9\u884c\u4e1a\u4e13\u6709\u540d\u8bcd\u7684\u6b67\u4e49\u3001\u7f29\u5199\u3001\u5c42\u7ea7\u7b49\u95ee\u9898\uff0c\u5728\u68c0\u7d22\u524d\u589e\u52a0 \u201c\u9886\u57df\u8bed\u4e49\u9884\u5904\u7406\u6a21\u5757\u201d\uff0c\u5b9e\u73b0\u672f\u8bed\u7684\u7cbe\u51c6\u89e3\u6790\u4e0e\u5173\u8054\uff1a<\/p>\n

                \n
              • \u672f\u8bed\u5f52\u4e00\u5316\uff1a\u5efa\u7acb\u884c\u4e1a\u672f\u8bed\u8bcd\u5178\uff0c\u81ea\u52a8\u5904\u7406 \u201c\u591a\u8bcd\u4e00\u4e49\u201d\u201c\u4e00\u8bcd\u591a\u4e49\u201d \u95ee\u9898\u3002\u533b\u7597\u9886\u57df\u53ef\u5c06 \u201cSGLT2 \u6291\u5236\u5242\u201d\u201c\u94a0 – \u8461\u8404\u7cd6\u534f\u540c\u8f6c\u8fd0\u86cb\u767d 2 \u6291\u5236\u5242\u201d \u5f52\u4e00\u4e3a\u540c\u4e00\u5b9e\u4f53\uff0c\u91d1\u878d\u9886\u57df\u533a\u5206 \u201c\u5408\u5e76\u62a5\u8868\u8425\u6536\u201d\u201c\u6bcd\u516c\u53f8\u8425\u6536\u201d \u7684\u4e0d\u540c\u53e3\u5f84\u6807\u7b7e\u3002<\/li>\n
              • \u7f29\u5199\u89e3\u6790\u5f15\u64ce\uff1a\u5d4c\u5165\u884c\u4e1a\u4e13\u5c5e\u7f29\u5199\u5e93\uff0c\u5982\u533b\u7597\u9886\u57df\u81ea\u52a8\u5c06 \u201cT2DM\u201d \u89e3\u6790\u4e3a \u201c2 \u578b\u7cd6\u5c3f\u75c5\u201d\u3001\u201cCKD\u201d \u89e3\u6790\u4e3a \u201c\u6162\u6027\u80be\u810f\u75c5\u201d\uff1b\u6cd5\u5f8b\u9886\u57df\u5c06 \u201c\u6c11\u6cd5\u5178\u201d \u5173\u8054\u81f3 \u201c\u300a\u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u6c11\u6cd5\u5178\u300b\u201d \u53ca\u76f8\u5173\u53f8\u6cd5\u89e3\u91ca\u3002<\/li>\n
              • \u5c42\u7ea7\u5173\u7cfb\u5efa\u6a21\uff1a\u6309\u884c\u4e1a\u77e5\u8bc6\u4f53\u7cfb\u6784\u5efa\u672f\u8bed\u5c42\u7ea7\u6811\uff0c\u6cd5\u5f8b\u9886\u57df\u5b9e\u73b0 \u201c\u5408\u540c\u7ea0\u7eb7\u2192\u623f\u5c4b\u4e70\u5356\u5408\u540c\u7ea0\u7eb7\u2192\u8fdd\u7ea6\u91d1\u8c03\u6574\u201d \u7684\u5c42\u7ea7\u5173\u8054\uff0c\u68c0\u7d22\u65f6\u4f18\u5148\u5339\u914d\u4e0b\u7ea7\u7cbe\u51c6\u672f\u8bed\uff0c\u518d\u6269\u5c55\u81f3\u4e0a\u7ea7\u8303\u7574\uff0c\u907f\u514d\u8303\u56f4\u8fc7\u5bbd\u3002<\/li>\n<\/ul>\n

                \uff083\uff09\u6d41\u7a0b\u9002\u914d\uff1a\u5d4c\u5165\u884c\u4e1a\u4e1a\u52a1 \u201c\u5173\u952e\u8282\u70b9\u201d<\/strong><\/p>\n

                \u8131\u79bb\u4e1a\u52a1\u6d41\u7a0b\u7684 RAG \u53ea\u662f \u201c\u67e5\u8be2\u5de5\u5177\u201d\uff0c\u9700\u5c06\u67b6\u6784\u4e0e\u884c\u4e1a\u5de5\u4f5c\u6d41\u6df1\u5ea6\u878d\u5408\uff0c\u5b9e\u73b0 \u201c\u5728\u573a\u666f\u4e2d\u68c0\u7d22\u201d\uff1a<\/p>\n

                  \n
                • \u533b\u7597\u573a\u666f\uff1a\u5c06 RAG \u5d4c\u5165\u7535\u5b50\u75c5\u5386\u7cfb\u7edf\uff0c\u533b\u751f\u8f93\u5165 \u201c\u80f8\u75db\u5f85\u67e5\u201d \u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u89e6\u53d1 \u201c\u75c7\u72b6 – \u75be\u75c5 – \u68c0\u67e5\u9879\u76ee\u201d \u7684\u5173\u8054\u68c0\u7d22\uff0c\u540c\u6b65\u5f39\u51fa\u76f8\u5173\u8bca\u7597\u6307\u5357\u4e0e\u76f8\u4f3c\u75c5\u4f8b\uff0c\u65e0\u9700\u5207\u6362\u5de5\u5177\u3002<\/li>\n
                • \u8fd0\u7ef4\u573a\u666f\uff1a\u628a RAG \u96c6\u6210\u5230\u544a\u8b66\u5e73\u53f0\uff0c\u5f53 \u201cDB \u6296\u52a8\u201d \u544a\u8b66\u89e6\u53d1\u65f6\uff0c\u7cfb\u7edf\u5148\u4ece\u76d1\u63a7\u5de5\u5177\u83b7\u53d6\u5b9e\u65f6\u6307\u6807\uff08\u5982\u8fde\u63a5\u6570\u3001SQL \u8017\u65f6\uff09\uff0c\u518d\u7ed3\u5408\u5386\u53f2\u6545\u969c\u56fe\u8c31\u68c0\u7d22\u65b9\u6848\uff0c\u76f4\u63a5\u63a8\u9001 \u201c\u6307\u6807\u5f02\u5e38\u70b9 + \u6839\u56e0\u63a8\u6d4b + \u6392\u67e5\u6b65\u9aa4\u201d \u7684\u6574\u5408\u7ed3\u679c\u3002<\/li>\n
                • \u6cd5\u5f8b\u573a\u666f\uff1a\u5728\u529e\u6848\u7cfb\u7edf\u4e2d\u5d4c\u5165 RAG\uff0c\u5f8b\u5e08\u9009\u62e9 \u201c\u4e0a\u6d77 + \u623f\u5c4b\u4e70\u5356\u5408\u540c\u7ea0\u7eb7\u201d \u6848\u7531\u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u52a0\u8f7d\u5730\u57df\u4e13\u5c5e\u6cd5\u89c4\u3001\u672c\u5730\u6307\u5bfc\u6848\u4f8b\u53ca\u6240\u5185\u5386\u53f2\u6587\u4e66\uff0c\u65e0\u9700\u624b\u52a8\u8f93\u5165\u68c0\u7d22\u6761\u4ef6\u3002<\/li>\n<\/ul>\n

                  \u94fe\u8def\u53ef\u89c2\u6d4b\u6027\uff1a\u8ba9RAG\u80fd\u201c\u81ea\u6211\u590d\u76d8\u201d<\/h4>\n

                  \u5f88\u591a\u65f6\u5019\uff0cRAG\u5728\u5782\u76f4\u9886\u57df\u751f\u6210\u9519\u8bef\u7b54\u6848\uff0c\u4e0d\u77e5\u9053\u95ee\u9898\u51fa\u5728\u54ea\u2014\u2014\u662f\u6f0f\u4e86\u5173\u952e\u77e5\u8bc6\uff1f\u8fd8\u662f\u8bef\u89e3\u4e86\u4e1a\u52a1\u89c4\u5219\uff1f\u201c\u94fe\u8def\u53ef\u89c2\u6d4b\u6027\u201d\u5c31\u662f\u8981\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff1a\u8ddf\u8e2a\u6574\u4e2a\u68c0\u7d22\u94fe\u8def\uff0c\u8ba9\u6bcf\u4e00\u6b65\u90fd\u53ef\u8ffd\u6eaf\u3001\u53ef\u5206\u6790\u3002<\/p>\n

                  \u5177\u4f53\u600e\u4e48\u505a\uff1f\u53ef\u4ee5\u5206\u4e09\u6b65\u642d\u5efa\u201c\u81ea\u52a8\u4f18\u5316\u95ed\u73af\u201d\uff1a<\/p>\n

                    \n
                  • \u7b2c\u4e00\u6b65\uff1a\u5168\u94fe\u8def\u65e5\u5fd7\u8bb0\u5f55\uff1a\u8bb0\u5f55\u4ece\u201c\u7528\u6237\u63d0\u95ee\u201d\u5230\u201c\u751f\u6210\u7b54\u6848\u201d\u7684\u6240\u6709\u5173\u952e\u6570\u636e\uff1a\u7528\u6237\u95ee\u9898\u7684\u6838\u5fc3\u5b9e\u4f53\u3001\u5143\u6570\u636e\u7b5b\u9009\u6761\u4ef6\u3001\u68c0\u7d22\u5230\u7684\u77e5\u8bc6\u7247\u6bb5\u3001\u77e5\u8bc6\u6765\u6e90\u5c42\u7ea7\u3001\u6700\u7ec8\u7b54\u6848\u4f9d\u636e\uff1b<\/li>\n
                  • \u7b2c\u4e8c\u6b65\uff1a\u5f02\u5e38\u5206\u6790\uff1a\u5f53\u7528\u6237\u53cd\u9988\u201c\u7b54\u6848\u9519\u4e86\u201d\uff08\u6bd4\u5982\u201c\u6545\u969c\u6392\u67e5\u6b65\u9aa4\u6f0f\u4e86\u5de5\u5177\u53c2\u6570\u201d\uff09\uff0c\u7cfb\u7edf\u81ea\u52a8\u56de\u6eaf\u65e5\u5fd7\uff1a\u662f\u5411\u91cf\u5316\u6a21\u578b\u6216\u91cd\u6392\u5e8f\u6a21\u578b\u80fd\u529b\u6709\u9650\uff1f\u662f\u5143\u6570\u636e\u5c42\u6f0f\u4e86\u201c\u5de5\u5177\u4f7f\u7528\u624b\u518c\u201d\u6807\u7b7e\uff1f\u8fd8\u662f\u68c0\u7d22\u65f6\u6ca1\u5173\u8054\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u53c2\u6570\u8282\u70b9\uff1f<\/li>\n
                  • \u7b2c\u4e09\u6b65\uff1a\u81ea\u9002\u5e94\u4f18\u5316
                    \n\u6839\u636e\u5206\u6790\u7ed3\u679c\u81ea\u52a8\u8c03\u6574\uff1a\u82e5\u6f0f\u77e5\u8bc6\uff0c\u5c31\u4f18\u5316\u5143\u6570\u636e\u6807\u7b7e\u4f53\u7cfb\uff08\u6bd4\u5982\u7ed9\u8fd0\u7ef4\u6587\u6863\u65b0\u589e\u201c\u5de5\u5177\u53c2\u6570\u201d\u6807\u7b7e\uff09\uff1b\u82e5\u5c42\u7ea7\u9519\u4e71\uff0c\u5c31\u8c03\u6574\u68c0\u7d22\u4f18\u5148\u7ea7\uff08\u6bd4\u5982\u5c06\u91d1\u878d\u9886\u57df\u7684\u201c\u76d1\u7ba1\u6587\u4ef6\u201d\u8bbe\u4e3a\u6700\u9ad8\u4f18\u5148\u7ea7\uff09\uff1b\u82e5\u6a21\u578b\u80fd\u529b\u95ee\u9898\uff0c\u5219\u6536\u96c6\u5f02\u5e38\u95ee\u9898\u6570\u636e\uff0c\u6301\u7eed\u4f18\u5316\u6a21\u578b\u3002
                    \n\u4e3e\u4e2a\u4f8b\u5b50\uff1a\u67d0\u5f8b\u6240RAG\u7cfb\u7edf\uff0c\u5f8b\u5e08\u53cd\u9988\u201c\u68c0\u7d22\u4e0d\u5230\u4e0a\u6d77\u5730\u533a\u623f\u5c4b\u7ea0\u7eb7\u7684\u6307\u5bfc\u6848\u4f8b\u201d\uff0c\u901a\u8fc7\u65e5\u5fd7\u53d1\u73b0\uff0c\u7cfb\u7edf\u672a\u5bf9\u201c\u6848\u4f8b\u5730\u57df\u201d\u505a\u5143\u6570\u636e\u7ec6\u5316\u3002\u8865\u5145\u201c\u5730\u57df\u6807\u7b7e\u201d\u5e76\u4f18\u5316\u7b5b\u9009\u89c4\u5219\u540e\uff0c\u540e\u7eed\u540c\u7c7b\u67e5\u8be2\u7684\u51c6\u786e\u7387\u4ece38%\u63d0\u5347\u81f382%\u3002<\/li>\n<\/ul>\n

                    \u8fd9\u79cd\u201c\u89c2\u6d4b-\u5206\u6790-\u4f18\u5316\u201d\u7684\u95ed\u73af\uff0c\u80fd\u8ba9RAG\u4ece\u201c\u901a\u7528\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u884c\u4e1a\u9002\u914d\u5de5\u5177\u201d\uff0c\u4e0d\u7528\u4eba\u5de5\u5929\u5929\u8c03\u53c2\u3002<\/p>\n

                    \u8bb0\u5fc6\u5b9e\u73b0\uff1a\u8ba9RAG\u80fd\u201c\u8bb0\u4f4f\u5173\u952e\u4fe1\u606f\u201d<\/h4>\n

                    \u73b0\u6709RAG\u7684\u53e6\u4e00\u4e2a\u77ed\u677f\u662f\u201c\u6ca1\u8bb0\u5fc6\u201d\u2014\u2014\u8fd0\u7ef4\u5de5\u7a0b\u5e08\u95ee\u201c\u4e0a\u6b21\u6392\u67e5\u7684DB\u6296\u52a8\u95ee\u9898\uff0c\u73b0\u5728\u53c8\u590d\u53d1\u4e86\uff0c\u600e\u4e48\u529e\u201d\uff0c\u7cfb\u7edf\u65e0\u6cd5\u5173\u8054\u201c\u4e0a\u6b21\u7684\u6839\u56e0\u662f\u6162SQL\u201d\uff0c\u53ea\u80fd\u91cd\u65b0\u68c0\u7d22\u901a\u7528\u65b9\u6848\u3002\u76ee\u524d\u4e3b\u6d41\u7684\u8bb0\u5fc6\u5b9e\u73b0\u65b9\u5f0f\u6709\u4e09\u79cd\uff0c\u5404\u6709\u4f18\u52a3\uff1a<\/p>\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n
                    \u8bb0\u5fc6\u65b9\u5f0f<\/td>\n\u539f\u7406<\/td>\n\u4f18\u52bf<\/td>\n\u52a3\u52bf<\/td>\n<\/tr>\n
                    \u5411\u91cf\u6570\u636e\u5e93+\u68c0\u7d22<\/td>\n\u628a\u5386\u53f2\u5bf9\u8bdd\u8f6c\u6210\u5411\u91cf\u5b58\u6570\u636e\u5e93\uff0c\u9700\u56de\u5fc6\u65f6\u68c0\u7d22<\/td>\n\u90e8\u7f72\u7b80\u5355\u3001\u652f\u6301\u767e\u4e07\u7ea7\u8bb0\u5fc6<\/td>\n\u65e0\u7ed3\u6784\u5316\uff0c\u6613\u6f0f\u65f6\u95f4\/\u8bed\u5883\u4fe1\u606f<\/td>\n<\/tr>\n
                    Slot-based\u63d2\u69fd\u5f0f<\/td>\n\u6309\u201c\u7528\u6237ID\u201d\u201c\u6545\u969c\u7c7b\u578b\u201d\u7b49\u56fa\u5b9a\u63d2\u69fd\u5b58\u4fe1\u606f<\/td>\n\u7ed3\u6784\u5316\u5f3a\uff0c\u53ec\u56de\u7cbe\u51c6<\/td>\n\u9700\u624b\u52a8\u8bbe\u63d2\u69fd\uff0c\u7075\u6d3b\u6027\u5dee<\/td>\n<\/tr>\n
                    \u591a\u8f6e\u5bf9\u8bdd\u94fe+\u603b\u7ed3<\/td>\n\u6bcf\u6b21\u5bf9\u8bdd\u540e\u81ea\u52a8\u603b\u7ed3\u5173\u952e\u4fe1\u606f\uff08\u5982\u201cDB\u6296\u52a8\u6839\u56e0\uff1a\u6162SQL\u201d\uff09<\/td>\n\u81ea\u4e3b\u7ba1\u7406\u8bb0\u5fc6\uff0c\u51cf\u5c11\u4eba\u5de5\u5e72\u9884<\/td>\n\u603b\u7ed3\u4e0d\u51c6\u4f1a\u4e22\u5173\u952e\u4fe1\u606f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                    \u6bd4\u5982\u505a\u201c\u5f8b\u6240\u4e13\u5c5eRAG\u201d\uff0c\u7528\u201c\u63d2\u69fd\u5f0f\u8bb0\u5fc6\u201d\u5b58\u5f8b\u5e08\u7684\u201c\u5e38\u529e\u6848\u7531=\u5408\u540c\u7ea0\u7eb7\u201d\u201c\u670d\u52a1\u533a\u57df=\u4e0a\u6d77\u201d\uff0c\u7528\u5411\u91cf\u68c0\u7d22\u5b58\u201c\u5386\u53f2\u6848\u4f8b\u7684\u6838\u5fc3\u4e89\u8bae\u70b9\u201d\uff0c\u540e\u7eed\u5f8b\u5e08\u95ee\u201c\u4e0a\u6d77\u7684\u5408\u540c\u8fdd\u7ea6\u6848\u600e\u4e48\u4e3e\u8bc1\u201d\uff0c\u7cfb\u7edf\u80fd\u76f4\u63a5\u57fa\u4e8e\u8fd9\u4e9b\u8bb0\u5fc6\u7cbe\u51c6\u68c0\u7d22\uff0c\u4e0d\u7528\u518d\u91cd\u590d\u8f93\u5165\u4fe1\u606f\u3002<\/p>\n

                    04\u3001\u672a\u6765RAG\u7684\u53d1\u5c55\u5efa\u8bae\uff1a\u4ece\u201c\u80fd\u7528\u201d\u5230\u201c\u884c\u4e1a\u597d\u7528\u201d<\/h3>\n

                    \u8981\u8ba9RAG\u5728\u66f4\u591a\u5782\u76f4\u9886\u57df\u843d\u5730\u751f\u6839\uff0c\u8fd8\u9700\u8981\u4ece\u6280\u672f\u548c\u5e94\u7528\u4e24\u4e2a\u5c42\u9762\u6df1\u5ea6\u9002\u914d\u884c\u4e1a\u7279\u6027\u3002<\/p>\n

                    \u6280\u672f\u5c42\u9762\uff1a\u6253\u9020\u201c\u9886\u57df\u539f\u751f\u201d\u7684RAG\u80fd\u529b<\/h4>\n
                      \n
                    • \u6784\u5efa\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\uff1a\u9488\u5bf9\u8fd0\u7ef4\u3001\u6cd5\u5f8b\u7b49\u9700\u8981\u5f3a\u903b\u8f91\u5173\u8054\u7684\u9886\u57df\uff0c\u5efa\u7acb\u77e5\u8bc6\u56fe\u8c31\u6570\u636e\u5e93\uff0c\u5c06\u201c\u788e\u7247\u5316\u77e5\u8bc6\u201d\u7ec4\u7ec7\u6210\u201c\u7ed3\u6784\u5316\u94fe\u8def\u201d\u3002\u6bd4\u5982\u8fd0\u7ef4\u9886\u57df\u53ef\u6784\u5efa\u201c\u544a\u8b66\u4e8b\u4ef6-\u6839\u56e0-\u5de5\u5177-\u6b65\u9aa4\u201d\u7684\u77e5\u8bc6\u56fe\u8c31\uff0c\u6cd5\u5f8b\u9886\u57df\u53ef\u6784\u5efa\u201c\u6cd5\u6761-\u6848\u4f8b-\u6587\u4e66\u201d\u7684\u5c42\u7ea7\u56fe\u8c31\uff0c\u786e\u4fdd\u68c0\u7d22\u7684\u786e\u5b9a\u6027\uff1b<\/li>\n
                    • \u5f00\u53d1\u9886\u57df\u4e13\u7528\u89c4\u5219\u5f15\u64ce\uff1a\u5728\u68c0\u7d22\u540e\u589e\u52a0\u201c\u4e1a\u52a1\u8bed\u4e49\u8fc7\u6ee4\u5c42\u201d\uff0c\u6bd4\u5982\u91d1\u878d\u9886\u57df\u5185\u7f6e\u201c\u8425\u6536\u53e3\u5f84\u89c4\u5219\u201d\u201c\u5730\u57df\u5339\u914d\u89c4\u5219\u201d\uff0c\u81ea\u52a8\u5254\u9664\u4e0d\u7b26\u5408\u4e1a\u52a1\u903b\u8f91\u7684\u68c0\u7d22\u7ed3\u679c\uff0c\u63d0\u5347\u51c6\u786e\u6027\uff1b<\/li>\n
                    • \u5b9e\u73b0\u52a8\u9759\u6570\u636e\u6df7\u5408\u53ec\u56de\uff1a\u5bf9\u63a5\u5782\u76f4\u9886\u57df\u7684\u4e13\u4e1a\u5de5\u5177\u63a5\u53e3\uff0c\u6bd4\u5982\u8fd0\u7ef4RAG\u5bf9\u63a5\u76d1\u63a7\u7cfb\u7edf\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\uff0c\u91d1\u878dRAG\u5bf9\u63a5\u884c\u60c5\u7cfb\u7edf\u83b7\u53d6\u5b9e\u65f6\u80a1\u4ef7\uff0c\u8ba9\u9759\u6001\u77e5\u8bc6\u4e0e\u52a8\u6001\u6570\u636e\u7ed3\u5408\uff0c\u751f\u6210\u53ef\u843d\u5730\u7684\u65b9\u6848\uff1b<\/li>\n
                    • \u4f18\u5316\u591a\u6a21\u6001\u68c0\u7d22\uff1a\u652f\u6301\u5782\u76f4\u9886\u57df\u7684\u4e13\u5c5e\u6570\u636e\u7c7b\u578b\uff0c\u6bd4\u5982\u5236\u9020\u4e1aRAG\u80fd\u68c0\u7d22\u201c\u8bbe\u5907\u6545\u969c\u56fe\u7247+\u7ef4\u4fee\u624b\u518c\u201d\uff0c\u533b\u7597RAG\u80fd\u68c0\u7d22\u201cCT\u5f71\u50cf+\u8bca\u65ad\u62a5\u544a\u201d\uff0c\u901a\u8fc7\u591a\u6a21\u6001\u4fe1\u606f\u4e92\u8865\u63d0\u5347\u7b54\u6848\u7cbe\u51c6\u5ea6\u3002<\/li>\n<\/ul>\n

                      \u5e94\u7528\u5c42\u9762\uff1a\u843d\u5730\u201c\u884c\u4e1a\u5b9a\u5236\u5316\u201d\u89e3\u51b3\u65b9\u6848<\/h4>\n
                        \n
                      • \u6253\u9020\u884c\u4e1a\u4e13\u5c5e\u8d44\u4ea7\u5e93\uff1a\u56f4\u7ed5\u4e0d\u540c\u9886\u57df\u6784\u5efa\u201c\u77e5\u8bc6+\u5de5\u5177+\u56fe\u8c31\u201d\u7684\u4e09\u4f4d\u4e00\u4f53\u8d44\u4ea7\u5e93\u2014\u2014\u4f8b\u5982\uff0c\u8fd0\u7ef4\u9886\u57df\u5305\u542b\u201c\u5e94\u6025\u7ecf\u9a8c\u5e93+\u76d1\u63a7\u5de5\u5177API+\u6545\u969c\u56fe\u8c31\u201d\uff0c\u5f8b\u6240\u9886\u57df\u5305\u542b\u201c\u6848\u4f8b\u5e93+\u6cd5\u89c4\u6570\u636e\u5e93+\u6848\u7531\u56fe\u8c31\u201d\uff0c\u91d1\u878d\u9886\u57df\u5305\u542b\u201c\u8d22\u62a5\u5e93+\u884c\u60c5\u63a5\u53e3+\u6307\u6807\u56fe\u8c31\u201d\uff0c\u8ba9RAG\u6709\u201c\u884c\u4e1a\u6599\u201d\u53ef\u67e5\uff1b<\/li>\n
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                      • \u5efa\u7acb\u9886\u57df\u8bc4\u4f30\u4f53\u7cfb\uff1a\u5728\u901a\u7528\u7684\u201c\u76f8\u4f3c\u5ea6\u8bc4\u5206\u201d\u57fa\u7840\u4e0a\uff0c\u5b9a\u4e49\u884c\u4e1a\u6307\u6807\u8bc4\u4f30RAG\u6548\u679c\u2014\u2014\u4f8b\u5982\uff0c\u8fd0\u7ef4\u9886\u57df\u770b\u201c\u6545\u969c\u5b9a\u4f4d\u51c6\u786e\u7387\u201d\uff0c\u5f8b\u6240\u9886\u57df\u770b\u201c\u6848\u4f8b\u5339\u914d\u7cbe\u51c6\u5ea6\u201d\uff0c\u91d1\u878d\u9886\u57df\u770b\u201c\u6570\u636e\u53e3\u5f84\u51c6\u786e\u7387\u201d\uff0c\u8ba9\u4f18\u5316\u65b9\u5411\u66f4\u8d34\u5408\u4e1a\u52a1\u76ee\u6807\u3002<\/li>\n<\/ul>\n

                        05\u3001\u5199\u5728\u6700\u540e<\/h3>\n

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                        RAG\u4e4b\u6240\u4ee5\u88ab\u884c\u4e1a\u770b\u91cd\uff0c\u6838\u5fc3\u4e0d\u662f\u56e0\u4e3a\u5b83\u201c\u6280\u672f\u591a\u5148\u8fdb\u201d\uff0c\u800c\u662f\u56e0\u4e3a\u5b83\u201c\u843d\u5730\u6210\u672c\u4f4e\u3001\u9002\u914d\u6027\u5f3a\u201d\u3002\u5728AI\u6280\u672f\u4ece\u201c\u901a\u7528\u80fd\u529b\u201d\u8d70\u5411\u201c\u884c\u4e1a\u6df1\u8015\u201d\u7684\u4eca\u5929\uff0cRAG\u66f4\u50cf\u662f\u4e00\u628a\u201c\u884c\u4e1a\u9002\u914d\u7684\u94a5\u5319\u201d\u2014\u2014\u80fd\u5feb\u901f\u6253\u5f00\u201cAI+\u5ba2\u670d\u201d\u201cAI+\u6cd5\u5f8b\u201d\u201cAI+\u91d1\u878d\u201d\u7b49\u5404\u4e2a\u9886\u57df\u7684\u843d\u5730\u5927\u95e8\u3002<\/p>\n

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                        \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

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                        RAG\u4e4b\u6240\u4ee5\u88ab\u884c\u4e1a\u770b\u91cd\uff0c\u6838\u5fc3\u4e0d\u662f\u56e0\u4e3a\u5b83\u201c\u6280\u672f\u591a\u5148\u8fdb\u201d\uff0c\u800c\u662f\u56e0\u4e3a\u5b83\u201c\u843d\u5730\u6210\u672c\u4f4e\u3001\u9002\u914d\u6027\u5f3a\u201d\u3002\u5728AI\u6280\u672f\u4ece\u201c\u901a\u7528\u80fd […]<\/p>\n

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