{"id":2319,"date":"2025-01-14T17:22:36","date_gmt":"2025-01-14T09:22:36","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2319"},"modified":"2025-01-14T17:22:36","modified_gmt":"2025-01-14T09:22:36","slug":"202501-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-bailicai-a-domain-optimized-retrieval-augmented-generation-framework-for-medical-applications","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202501-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-bailicai-a-domain-optimized-retrieval-augmented-generation-framework-for-medical-applications\/","title":{"rendered":"202501 \u8bba\u6587\u7814\u8bfb-Bailicai: A Domain-Optimized Retrieval-Augmented Generation Framework for Medical Applications"},"content":{"rendered":"\n

\u6765\u6e90\uff1aarXiv<\/p>\n\n\n\n

\u4f5c\u8005\uff1aCui Long\u3001Yongbin Liu\u3001Chunping Ouyang\u3001Ying Yu<\/p>\n\n\n\n

\u5355\u4f4d\uff1aUniversity of South China<\/p>\n\n\n\n

\u53d1\u8868\u65f6\u95f4\uff1a2024\u5e747\u6708<\/p>\n\n\n\n

\u4e00\u3001\u8bba\u6587\u4ecb\u7ecd<\/h2>\n\n\n\n

\u80cc\u666f\uff1aLLM\u5728\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5f00\u6e90 LLM \u5728\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u4ecd\u5b58\u5728\u5c40\u9650\u6027\uff0c\u4f8b\u5982\u77e5\u8bc6\u5168\u9762\u6027\u4e0d\u8db3\u548c\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u3002RAG\u6280\u672f\u53ef\u4ee5\u5f25\u8865 LLM \u7684\u4e0d\u8db3\uff0c\u4f46\u6587\u6863\u566a\u58f0\u548c RAG \u5728\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u4ecd\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5\u3002<\/p>\n\n\n\n

\u6838\u5fc3\uff1a\u672c\u7814\u7a76\u63d0\u51fa\u4e86Bailicai\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u7ed3\u5408\u4e86RAG\u6280\u672f\u548c\u533b\u7597\u9886\u57df\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u901a\u8fc7\u533b\u7597\u77e5\u8bc6\u6ce8\u5165\u3001\u81ea\u6211\u77e5\u8bc6\u8fb9\u754c\u8bc6\u522b\u3001\u6709\u5411\u65e0\u73af\u56fe\u4efb\u52a1\u5206\u89e3\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u56db\u4e2a\u5b50\u6a21\u5757\uff0c\u6709\u6548\u63d0\u5347\u4e86\u5f00\u6e90 LLM \u5728\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u6027\u80fd\uff0c\u5e76\u7f13\u89e3\u4e86\u5e7b\u89c9\u95ee\u9898\u3002<\/p>\n\n\n\n

\u4e8c\u3001Bailicai\u6846\u67b6<\/h2>\n\n\n\n

Bailicai\u6846\u67b6\u6574\u4f53\u6d41\u7a0b\u6982\u8ff0\uff1a\u5c06\u6574\u4e2a\u533b\u7597\u95ee\u7b54\u8fc7\u7a0b\u7ec6\u5206\u4e3a\u4e09\u4e2a\u4e3b\u8981\u6b65\u9aa4\uff1a\u81ea\u77e5\u8bc6\u8fb9\u754c\u8bc6\u522b\u3001\u6709\u5411\u65e0\u73af\u56fe\u4efb\u52a1\u5206\u89e3\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

1.\u81ea\u77e5\u8bc6\u8fb9\u754c\u8bc6\u522b<\/p>\n\n\n\n

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\"\"<\/figure>\n\n\n\n
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2.\u6709\u5411\u65e0\u73af\u56fe\u4efb\u52a1\u5206\u89e3<\/p>\n\n\n\n

\u5f53\u7cfb\u7edf\u4e0d\u77e5\u9053\u7b54\u6848\u65f6\uff0c\u4f1a\u5c06\u590d\u6742\u7684\u533b\u5b66\u95ee\u9898\u5206\u89e3\u6210\u66f4\u5c0f\u7684\u5b50\u95ee\u9898\u3002\u4f1a\u521b\u5efa\u4e00\u4e2a\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\u6765\u8868\u793a\u8fd9\u4e9b\u5b50\u95ee\u9898\u548c\u5b83\u4eec\u7684\u4f9d\u8d56\u5173\u7cfb\u3002\u7136\u540e\u751f\u6210\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u4efb\u52a1\u5217\u8868\uff0c\u7528\u4e8e\u6307\u5bfc\u540e\u7eed\u7684\u4fe1\u606f\u68c0\u7d22\u548c\u751f\u6210\u8fc7\u7a0b\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
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3.\u68c0\u7d22\u589e\u5f3a<\/p>\n\n\n\n

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\"\"<\/figure>\n\n\n\n
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\u4e09\u3001Bailicai\u6846\u67b6\u7684\u6570\u636e\u6784\u9020\u548c\u8bad\u7ec3<\/h2>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

\u4e94\u3001\u8bba\u6587\u603b\u7ed3<\/h2>\n\n\n\n

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\u516d\u3001\u5bf9\u9f50\u601d\u8003<\/h2>\n\n\n\n

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