{"id":9445,"date":"2025-10-30T14:33:17","date_gmt":"2025-10-30T06:33:17","guid":{"rendered":"\/?p=9445"},"modified":"2025-10-30T14:33:17","modified_gmt":"2025-10-30T06:33:17","slug":"rag-%e7%9a%84%e7%94%9f%e6%88%90%e6%a8%a1%e5%9d%97%e6%98%af%e6%80%8e%e4%b9%88%e8%ae%be%e8%ae%a1%e7%9a%84%ef%bc%9f","status":"publish","type":"post","link":"\/?p=9445","title":{"rendered":"RAG \u7684\u751f\u6210\u6a21\u5757\u662f\u600e\u4e48\u8bbe\u8ba1\u7684\uff1f"},"content":{"rendered":"

\u751f\u6210\u6a21\u5757\u624d\u662f\u771f\u6b63\u51b3\u5b9a\u6700\u7ec8\u4f53\u9a8c\u7684\u90e8\u5206<\/strong>\u3002 \u68c0\u7d22\u518d\u51c6\uff0c\u5982\u679c\u751f\u6210\u73af\u8282\u4e0d\u7a33\u5b9a\uff0c\u6a21\u578b\u8981\u4e48\u201c\u7f16\u6545\u4e8b\u201d\uff0c\u8981\u4e48\u201c\u5ff5\u7a3f\u5b50\u201d\uff0c\u90fd\u8fbe\u4e0d\u5230\u4f01\u4e1a\u7ea7\u6548\u679c\u3002<\/p>\n

\u4eca\u5929\u6211\u4eec\u5c31\u7cfb\u7edf\u8bb2\u8bb2\uff1aRAG\u7684\u751f\u6210\u6a21\u5757\uff0c\u5230\u5e95\u600e\u4e48\u8bbe\u8ba1\uff0c\u600e\u4e48\u4f18\u5316\u3002<\/strong><\/p>\n

\u4e00\u3001\u751f\u6210\u6a21\u5757\u7684\u804c\u8d23\uff1a\u8ba9\u6a21\u578b\u201c\u8bfb\u5f97\u61c2\u3001\u8bf4\u5f97\u5bf9\u201d<\/strong><\/h3>\n

\u4ece\u7cfb\u7edf\u7ed3\u6784\u4e0a\u770b\uff0c\u751f\u6210\u6a21\u5757\uff08\u4e5f\u53eb\u4e0a\u4e0b\u6587\u95ee\u7b54\u6a21\u5757\uff09\u662f\u6574\u4e2a RAG \u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u3002<\/p>\n

\u5b83\u7684\u804c\u8d23\u53ea\u6709\u4e00\u53e5\u8bdd\uff1a\u57fa\u4e8e\u68c0\u7d22\u5230\u7684\u77e5\u8bc6\uff0c\u751f\u6210\u51c6\u786e\u3001\u6709\u4f9d\u636e\u7684\u7b54\u6848\u3002<\/strong><\/p>\n

\u8fd9\u53e5\u8bdd\u542c\u8d77\u6765\u7b80\u5355\uff0c\u4f46\u5176\u5b9e\u5305\u542b\u56db\u5c42\u8bbe\u8ba1\u903b\u8f91\uff1a<\/p>\n

    \n
  1. \u6a21\u578b\u8981\u201c\u7406\u89e3\u95ee\u9898\u201d\uff1b<\/li>\n
  2. \u6a21\u578b\u8981\u201c\u5229\u7528\u4e0a\u4e0b\u6587\u201d\uff1b<\/li>\n
  3. \u6a21\u578b\u8981\u201c\u8868\u8fbe\u6e05\u6670\u201d\uff1b<\/li>\n
  4. \u6a21\u578b\u8981\u201c\u81ea\u6211\u7ea6\u675f\u201d\u3002<\/li>\n<\/ol>\n

    \u800c\u8fd9\u4e9b\u80fd\u529b\uff0c\u4e0d\u80fd\u9760\u201c\u5927\u6a21\u578b\u591f\u806a\u660e\u201d\u6765\u89e3\u51b3\uff0c \u5fc5\u987b\u9760\u5de5\u7a0b\u8bbe\u8ba1\u4e00\u6b65\u6b65\u7ea6\u675f\u51fa\u6765\u3002<\/p>\n

    \u4e8c\u3001Prompt \u6784\u5efa\uff1a\u8ba9\u6a21\u578b\u201c\u7528\u8d44\u6599\u800c\u4e0d\u662f\u9760\u8bb0\u5fc6\u201d<\/strong><\/h3>\n

    \u751f\u6210\u6a21\u5757\u7684\u7b2c\u4e00\u6b65\uff0c\u5c31\u662fPrompt\u8bbe\u8ba1<\/strong>\u3002<\/p>\n

    Prompt\u7684\u6838\u5fc3\u4efb\u52a1\u662f\uff1a\u544a\u8bc9\u6a21\u578b\uff1a\u4f60\u8981\u6839\u636e\u8fd9\u4e9b\u8d44\u6599\u6765\u56de\u7b54\u95ee\u9898\u3002<\/strong><\/p>\n

    \u5f88\u591a\u4eba\u72af\u7684\u7b2c\u4e00\u4e2a\u9519\u8bef\uff0c\u5c31\u662f\u76f4\u63a5\u628a\u68c0\u7d22\u7ed3\u679c\u5806\u8fdb\u53bb\u3002 \u8fd9\u4e0d\u4ec5\u6d6a\u8d39\u4e0a\u4e0b\u6587\uff0c\u8fd8\u4f1a\u8ba9\u6a21\u578b\u6df7\u6dc6\u201c\u5916\u90e8\u77e5\u8bc6\u201d\u548c\u201c\u5185\u90e8\u8bb0\u5fc6\u201d\u3002<\/p>\n

    \u4e00\u4e2a\u6807\u51c6\u7684Prompt\u7ed3\u6784\u5e94\u5305\u62ec\uff1a<\/p>\n

    \n

    \u660e\u786e\u4efb\u52a1\u6307\u4ee4 + \u68c0\u7d22\u8d44\u6599 + \u95ee\u9898 + \u56de\u7b54\u533a\u57df\u3002<\/p>\n<\/blockquote>\n

    \u6bd4\u5982\uff1a<\/p>\n

    \u8bf7\u6839\u636e\u4ee5\u4e0b\u63d0\u4f9b\u7684\u8d44\u6599\u56de\u7b54\u7528\u6237\u95ee\u9898\u3002\n\u5982\u679c\u8d44\u6599\u4e2d\u672a\u63d0\u53ca\uff0c\u8bf7\u56de\u7b54\u201c\u672a\u627e\u5230\u76f8\u5173\u5185\u5bb9\u201d\u3002\n\n\u8d44\u6599\uff1a\n[Doc1] ...\n[Doc2] ...\n\u95ee\u9898\uff1a...\n\u56de\u7b54\uff1a<\/code><\/pre>\n
    \u8fd9\u6837\u7684\u6a21\u677f\u6709\u4e09\u4e2a\u597d\u5904\uff1a<\/p>\n
      \n
    1. \u6a21\u578b\u77e5\u9053\u8d44\u6599\u662f\u201c\u8f93\u5165\u201d\uff0c\u95ee\u9898\u662f\u201c\u4efb\u52a1\u201d\uff1b<\/li>\n
    2. Prompt\u683c\u5f0f\u6e05\u6670\uff0c\u65b9\u4fbf\u7cfb\u7edf\u81ea\u52a8\u66ff\u6362\u5185\u5bb9\uff1b<\/li>\n
    3. \u53ef\u4ee5\u5f3a\u5236\u6a21\u578b\u907f\u514d\u5e7b\u89c9\uff0c\u51cf\u5c11\u4e3b\u89c2\u53d1\u6325\u3002<\/li>\n<\/ol>\n
      \u5728\u4f01\u4e1a\u843d\u5730\u9879\u76ee\u4e2d\uff0c\u6211\u4eec\u8fd8\u4f1a\u589e\u52a0\uff1a<\/p>\n
        \n
      • \u7f16\u53f7\u5f15\u7528\u673a\u5236<\/strong>\uff08\u5982[1][2]\uff09\u65b9\u4fbf\u8ffd\u6eaf\u6765\u6e90\uff1b<\/li>\n
      • \u89d2\u8272\u8bbe\u5b9a<\/strong>\uff08\u5982\u201c\u4f60\u662f\u4e13\u4e1a\u5ba2\u670d\u201d\uff09\u63a7\u5236\u8bed\u6c14\uff1b<\/li>\n
      • \u957f\u5ea6\u7ea6\u675f<\/strong>\uff08\u5982\u201c\u4e09\u53e5\u8bdd\u4ee5\u5185\u201d\uff09\u907f\u514d\u5570\u55e6\u3002<\/li>\n<\/ul>\n
        \u4e09\u3001\u591a\u6bb5\u5185\u5bb9\u878d\u5408\uff1a\u8ba9\u6a21\u578b\u201c\u6574\u5408\u591a\u6765\u6e90\u4fe1\u606f\u201d<\/strong><\/h3>\n
        \u5f88\u591aRAG\u7cfb\u7edf\u7684\u95ee\u9898\u4e0d\u662f\u4e0d\u4f1a\u56de\u7b54\uff0c\u800c\u662f\u2014\u2014\u9047\u5230\u591a\u6587\u6863\u4fe1\u606f\u878d\u5408\u65f6\u5c31\u5d29\u3002<\/strong><\/p>\n
        \u6bd4\u5982\u540c\u4e00\u4e2a\u95ee\u9898\u5728\u4e0d\u540c\u6587\u6863\u91cc\u7b54\u6848\u51b2\u7a81\uff0c \u6a21\u578b\u5c31\u5bb9\u6613\u201c\u5e73\u5747\u201d\u8f93\u51fa\uff0c\u7ed3\u679c\u6a21\u7cca\u3002<\/p>\n
        \u8981\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u53ef\u4ee5\u4ece\u4e24\u4e2a\u65b9\u5411\u5165\u624b\uff1a<\/p>\n
          \n
        1. \u4e0a\u4e0b\u6587\u6392\u5e8f<\/strong>\uff1a\u5728\u6784\u9020Prompt\u65f6\uff0c\u5c06\u6700\u76f8\u5173\u6216\u6700\u6743\u5a01\u7684\u7247\u6bb5\u653e\u524d\u9762\uff0c LLM\u4f1a\u81ea\u7136\u66f4\u91cd\u89c6\u524d\u5e8f\u4fe1\u606f\u3002<\/li>\n
        2. \u5206\u6bb5\u9605\u8bfb\u3001\u6c47\u603b\u751f\u6210<\/strong>\uff1a\u5bf9Top N\u68c0\u7d22\u7ed3\u679c\u9010\u4e2a\u95ee\u7b54\uff0c\u518d\u8ba9\u6a21\u578b\u7efc\u5408\u603b\u7ed3\uff0c \u8fd9\u79cd\u201c\u9010\u6bb5\u95ee + \u6c47\u603b\u7b54\u201d\u7684\u65b9\u5f0f\u867d\u7136\u7565\u6162\uff0c\u4f46\u5728\u77e5\u8bc6\u4e00\u81f4\u6027\u8981\u6c42\u9ad8\u7684\u9886\u57df\uff08\u6bd4\u5982\u91d1\u878d\u3001\u533b\u7597\uff09\u975e\u5e38\u6709\u6548\u3002<\/li>\n<\/ol>\n
          \u800c\u66f4\u9ad8\u9636\u7684\u505a\u6cd5\uff0c\u662f\u5f15\u5165\u53ef\u4fe1\u5ea6\u6392\u5e8f<\/strong>\u6216\u5143\u6570\u636e\u8fc7\u6ee4<\/strong>\uff0c\u6bd4\u5982\u53ea\u4f7f\u7528\u6765\u81ea\u201c\u5b98\u65b9\u6765\u6e90\u201d\u7684\u6587\u6863\u56de\u7b54\uff0c\u8fd9\u8ba9\u6a21\u578b\u7684\u56de\u7b54\u66f4\u201c\u50cf\u4e00\u4e2a\u8d1f\u8d23\u4efb\u7684\u4e13\u4e1a\u52a9\u7406\u201d\u3002<\/p>\n
          \u56db\u3001\u7b54\u6848\u5f62\u5f0f\u63a7\u5236\uff1a\u8ba9\u8f93\u51fa\u66f4\u4e13\u4e1a\u3001\u66f4\u53ef\u63a7<\/strong><\/h3>\n
          \u751f\u6210\u6a21\u5757\u4e0d\u4ec5\u4ec5\u662f\u751f\u6210\u201c\u5bf9\u7684\u5185\u5bb9\u201d\uff0c \u8fd8\u8981\u751f\u6210\u201c\u7b26\u5408\u573a\u666f\u7684\u5185\u5bb9\u201d\u3002<\/p>\n
          \u4e0d\u540c\u573a\u666f\u5bf9\u7b54\u6848\u7684\u8981\u6c42\u5b8c\u5168\u4e0d\u540c\uff1a<\/p>\n
            \n
          • \u5ba2\u670d\u95ee\u7b54\uff1a\u8981\u6c42\u7b80\u77ed\u3001\u65e0\u60c5\u7eea\uff1b<\/li>\n
          • \u77e5\u8bc6\u52a9\u624b\uff1a\u8981\u6c42\u89e3\u91ca\u5145\u5206\uff1b<\/li>\n
          • \u4e13\u4e1a\u62a5\u544a\uff1a\u8981\u6c42\u5e26\u5f15\u7528\u548c\u51fa\u5904\u3002<\/li>\n<\/ul>\n
            \u56e0\u6b64\u6211\u4eec\u5728\u8bbe\u8ba1Prompt\u65f6\uff0c\u8fd8\u53ef\u4ee5\u52a0\u5165\u8f93\u51fa\u683c\u5f0f\u63a7\u5236\uff1a<\/p>\n
            \u4f8b\u5982\uff1a<\/p>\n
            \u8bf7\u4ee5\u4e13\u4e1a\u672f\u8bed\u56de\u7b54\uff0c\u5e76\u5728\u5f15\u7528\u8d44\u6599\u65f6\u6807\u6ce8[\u7f16\u53f7]\u3002<\/code><\/pre>\n
            \u6216\u8005\uff1a<\/p>\n
            \u8bf7\u603b\u7ed3\u4ee5\u4e0b\u4e09\u70b9\u5185\u5bb9\uff0c\u6bcf\u70b9\u4e0d\u8d85\u8fc750\u5b57\u3002<\/code><\/pre>\n
            \u8fd9\u79cd\u201c\u7ed3\u6784\u5316\u8f93\u51fa\u201d\u65b9\u5f0f\uff0c\u8ba9\u540e\u7eed\u7cfb\u7edf\u80fd\u81ea\u52a8\u89e3\u6790\u6216\u5c55\u793a\u56de\u7b54\uff0c \u540c\u65f6\u51cf\u5c11\u4e86\u6a21\u578b\u7684\u968f\u673a\u6027\u3002<\/p>\n
            \u4e94\u3001\u751f\u6210\u540e\u7684\u201c\u81ea\u68c0\u4e0e\u4fee\u6b63\u201d\uff1a\u9632\u6b62\u6a21\u578b\u201c\u7f16\u6545\u4e8b\u201d<\/strong><\/h3>\n
            \u8fd9\u662f\u5f88\u591a\u4eba\u5b8c\u5168\u6ca1\u505a\u7684\u4e00\u6b65\uff0c\u4f46\u5bf9\u8d28\u91cf\u81f3\u5173\u91cd\u8981\u3002<\/p>\n
            RAG \u7684\u5e7b\u89c9\u95ee\u9898\uff08Hallucination\uff09\u901a\u5e38\u51fa\u73b0\u5728\u751f\u6210\u9636\u6bb5\u3002 \u6a21\u578b\u6709\u65f6\u4f1a\u4e00\u672c\u6b63\u7ecf\u5730\u7f16\u9020\u5185\u5bb9\uff0c\u770b\u4f3c\u81ea\u4fe1\uff0c\u5b9e\u5219\u9519\u8bef\u3002<\/p>\n
            \u5e38\u89c1\u4f18\u5316\u624b\u6bb5\u5305\u62ec\uff1a<\/p>\n
            1. \u4e8b\u5b9e\u4e00\u81f4\u6027\u6821\u9a8c\uff08Fact Checking\uff09<\/strong><\/h4>\n
            \u8ba1\u7b97\u6a21\u578b\u56de\u7b54\u4e0e\u68c0\u7d22\u7247\u6bb5\u7684Embedding\u76f8\u4f3c\u5ea6\uff0c \u5982\u679c\u504f\u5dee\u8fc7\u5927\uff0c\u5c31\u6807\u8bb0\u4e3a\u201c\u5e7b\u89c9\u98ce\u9669\u201d\u3002 \u53ef\u4ee5\u8ba9\u6a21\u578b\u91cd\u65b0\u751f\u6210\uff0c\u6216\u8005\u63d0\u793a\u7528\u6237\u201c\u7b54\u6848\u53ef\u80fd\u4e0d\u5b8c\u6574\u201d\u3002<\/p>\n
            2. \u591a\u6a21\u578b\u81ea\u68c0\uff08Self-consistency\uff09<\/strong><\/h4>\n
            \u8ba9\u6a21\u578b\u81ea\u5df1\u5bf9\u7b54\u6848\u505a\u201c\u590d\u6838\u201d\uff0c Prompt\u5982\uff1a<\/p>\n
            \n
            \u201c\u8bf7\u68c0\u67e5\u4e0a\u9762\u7684\u56de\u7b54\u662f\u5426\u5145\u5206\u5229\u7528\u4e86\u63d0\u4f9b\u7684\u8d44\u6599\uff0c \u662f\u5426\u6709\u672a\u7ecf\u652f\u6301\u7684\u5185\u5bb9\uff0c\u5982\u6709\uff0c\u8bf7\u6307\u51fa\u3002\u201d<\/p>\n<\/blockquote>\n
            \u8fd9\u7c7b\u81ea\u68c0\u673a\u5236\u5728\u4f01\u4e1aRAG\u7cfb\u7edf\u4e2d\u5f88\u5e38\u89c1\uff0c \u5c24\u5176\u662f\u9700\u8981\u53ef\u8ffd\u6eaf\u3001\u53ef\u5ba1\u8ba1\u7684\u573a\u666f\u3002<\/p>\n
            3. \u8f93\u51fa\u8fc7\u6ee4\u4e0e\u5408\u89c4\u68c0\u6d4b<\/strong><\/h4>\n
            \u9488\u5bf9\u7279\u5b9a\u884c\u4e1a\uff08\u5982\u533b\u7597\u3001\u91d1\u878d\u3001\u6559\u80b2\uff09\uff0c \u8fd8\u9700\u8981\u5bf9\u6a21\u578b\u56de\u7b54\u505a\u5173\u952e\u8bcd\u8fc7\u6ee4\u6216\u98ce\u9669\u68c0\u6d4b<\/strong>\uff0c \u907f\u514d\u51fa\u73b0\u8fdd\u89c4\u3001\u4e3b\u89c2\u6216\u6b67\u4e49\u8868\u8fbe\u3002<\/p>\n
            \u516d\u3001\u5b9e\u6218\u4e2d\u5e38\u89c1\u7684\u4f18\u5316\u7b56\u7565<\/strong><\/h3>\n
            \u9664\u4e86\u6838\u5fc3\u903b\u8f91\uff0c\u5de5\u7a0b\u4e0a\u8fd8\u6709\u51e0\u6761\u9ad8\u9891\u5b9e\u7528\u4f18\u5316\uff1a<\/p>\n
              \n
            1. \u63a7\u5236\u4e0a\u4e0b\u6587\u957f\u5ea6<\/strong>\uff1a \u53ea\u4fdd\u7559Top-K\u6700\u76f8\u5173\u7247\u6bb5\uff0c\u9632\u6b62\u201cLost in the Middle\u201d\u73b0\u8c61\u3002<\/li>\n
            2. \u5148\u6458\u8981\u540e\u751f\u6210<\/strong>\uff1a \u5bf9\u957f\u6587\u672c\u7247\u6bb5\u5148\u751f\u6210\u6458\u8981\uff0c\u518d\u62fc\u63a5\u5165Prompt\u3002 \u8282\u7701Token\u540c\u65f6\u63d0\u5347\u805a\u7126\u5ea6\u3002<\/li>\n
            3. \u6a21\u677f\u5316Prompt\u7ba1\u7406<\/strong>\uff1a \u4e3a\u4e0d\u540c\u573a\u666f\uff08\u5ba2\u670d\u95ee\u7b54\u3001\u62a5\u544a\u751f\u6210\u3001FAQ\uff09\u5efa\u7acbPrompt\u6a21\u677f\u5e93\uff0c \u65b9\u4fbf\u7edf\u4e00\u8c03\u7528\u4e0e\u8c03\u4f18\u3002<\/li>\n
            4. \u7f13\u5b58\u5e38\u89c1\u95ee\u9898<\/strong>\uff1a \u5bf9\u9ad8\u9891Query\u7684\u751f\u6210\u7ed3\u679c\u7f13\u5b58\uff0c\u663e\u8457\u964d\u4f4e\u54cd\u5e94\u5ef6\u8fdf\u3002<\/li>\n<\/ol>\n
              \n
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