{"id":19612,"date":"2025-11-04T13:21:11","date_gmt":"2025-11-04T05:21:11","guid":{"rendered":"https:\/\/92it.top\/?p=19612"},"modified":"2026-03-02T13:21:15","modified_gmt":"2026-03-02T05:21:15","slug":"%e9%80%9a%e4%bf%97%e6%98%93%e6%87%82%e7%90%86%e8%a7%a3%e5%a4%a7%e6%a8%a1%e5%9e%8brag%ef%bc%8c%e7%9c%8b%e8%bf%99%e7%af%87%e5%b0%b1%e5%a4%9f%e4%ba%86","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=19612","title":{"rendered":"\u901a\u4fd7\u6613\u61c2\u7406\u89e3\u5927\u6a21\u578bRAG\uff0c\u770b\u8fd9\u7bc7\u5c31\u591f\u4e86"},"content":{"rendered":"\n

\u8f6c\u8f7d\uff1ahttps:\/\/blog.csdn.net\/m0_48891301\/article\/details\/149194764<\/a><\/p>\n\n\n\n

\u8f6c\u8f7d\uff1ahttps:\/\/blog.csdn.net\/jbkjhji\/article\/details\/153721303<\/a><\/p>\n\n\n\n

\u524d\u8a00\ud83d\udd16<\/strong><\/p>\n\n\n\n

\n\n\n\n

\u5f88\u591a\u4eba\u4e00\u5b66 AI \u5e94\u7528\u5f00\u53d1\uff0c\u5c31\u88ab\u4e09\u4e2a\u8bcd\u53cd\u590d\u7ed5\u6655\uff1aRAG\u3001LangChain\u3001Agent<\/strong>\u3002<\/p>\n\n\n

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

\u4f46\u5b83\u4eec\u5e76\u4e0d\u662f\u201c\u8c01\u66f4\u9ad8\u7ea7\u201d\u7684\u5173\u7cfb\uff0c\u800c\u662f\u5206\u5de5\u4e0d\u540c\u3001\u534f\u540c\u4f7f\u7528<\/strong>\uff0c\u6211\u7528\u4e00\u53e5\u5de5\u7a0b\u5e08\u80fd\u542c\u61c2\u7684\u8bdd\u8bb2\u6e05\u695a\uff1a<\/p>\n\n\n\n

\u25cf LangChain\uff1a\u5e94\u7528\u6846\u67b6\uff0c\u8d1f\u8d23\u628a\u6d41\u7a0b\u642d\u8d77\u6765\uff1b<\/p>\n\n\n\n

\u25cf RAG\uff1a\u80fd\u529b\u7ec4\u4ef6\uff0c\u8d1f\u8d23\u7ed9\u6a21\u578b\u201c\u5916\u6302\u77e5\u8bc6\u201d\uff1b<\/p>\n\n\n\n

\u25cf Agent\uff1a\u6267\u884c\u89d2\u8272\uff0c\u8d1f\u8d23\u6309\u76ee\u6807\u4e00\u6b65\u6b65\u5e72\u6d3b\u3002<\/p>\n\n\n\n

\u771f\u6b63\u7684AI\u5e94\u7528\uff0c\u5f80\u5f80\u662f\u8fd9\u4e09\u8005\u4e00\u8d77\u7528\u3002<\/strong><\/p>\n\n\n\n

\u3000\u3000<\/p>\n\n\n\n

\u4ec0\u4e48\u662f\u00a0RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09<\/strong>\ud83d\udd16<\/p>\n\n\n\n

\n\n\n\n

\u672a\u6765\uff0c\u6bcf\u4e2a\u4ea7\u54c1\u7ecf\u7406\u90fd\u662f AI \u4ea7\u54c1\u7ecf\u7406\uff0c\u800c\u6bcf\u4e2a AI \u4ea7\u54c1\u7ecf\u7406\u90fd\u5fc5\u987b\u61c2 RAG\u3002<\/p>\n\n\n\n

\u6240\u8c13RAG\uff08Retrieval – Augmented Generation\uff09\uff0c\u5373\u4fe1\u606f\u68c0\u7d22\uff08Retrieval\uff09+\u5185\u5bb9\u751f\u6210\uff08Generation\uff09\u3002<\/p>\n\n\n

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

\u6211\u4eec\u5e73\u5e38\u4f7f\u7528\u7684\u5927\u6a21\u578b\uff08\u6bd4\u5982 ChatGPT\uff09\u975e\u5e38\u806a\u660e\uff0c\u4f46\u5b83\u6709\u4e00\u4e2a\u95ee\u9898\uff1a
\u5b83\u7684\u201c\u77e5\u8bc6\u201d\u662f\u8bad\u7ec3\u65f6\u5b66\u5230\u7684\uff0c\u4e0d\u4f1a\u81ea\u52a8\u66f4\u65b0<\/strong>\u3002\u5982\u679c\u6211\u4eec\u95ee\u5b83\u4e00\u4e9b\u5f88\u65b0\u7684\u95ee\u9898\uff0c\u6216\u8005\u6211\u4eec\u516c\u53f8\u7684\u5185\u90e8\u8d44\u6599\uff0c\u5b83\u53ef\u80fd\u5c31\u4e0d\u77e5\u9053\u3002\u6240\u4ee5\uff0cRAG \u6280\u672f\u5c31\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u800c\u51fa\u73b0\u7684\u3002<\/p>\n\n\n\n

RAG \u7684\u6838\u5fc3\u601d\u8def<\/strong>\ud83d\udd16<\/p>\n\n\n\n

\n\n\n\n

RAG \u7684\u5168\u79f0\u662f Retrieval-Augmented Generation<\/strong>\uff0c\u4e2d\u6587\u53eb\u201c\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/strong>\u201d\u3002
\u7b80\u5355\u7406\u89e3\u5c31\u662f\uff1a<\/p>\n\n\n\n

\u5148\u53bb\u627e\u8d44\u6599\uff0c\u518d\u7528AI\u6765\u5199\u7b54\u6848\u3002<\/pre>\n\n\n\n
\u5b83\u5206\u6210\u4e24\u4e2a\u4e3b\u8981\u6b65\u9aa4\uff1a<\/p>\n\n\n\n
1. \u68c0\u7d22\uff08Retrieval\uff09\uff1a\u5f53\u7528\u6237\u63d0\u95ee\u540e\uff0c\u7cfb\u7edf\u4f1a\u5148\u53bb\u4e00\u4e2a\u201c\u77e5\u8bc6\u5e93\u201d\u91cc\u627e\u76f8\u5173\u5185\u5bb9\uff0c\u8fd9\u4e2a\u77e5\u8bc6\u5e93\u53ef\u4ee5\u662f\u3002<\/p>\n\n\n\n
    \n
  • \u6211\u4eec\u516c\u53f8\u5185\u90e8\u7684\u6587\u6863\uff1b<\/li>\n\n\n\n
  • \u4ea7\u54c1\u8d44\u6599\uff1b<\/li>\n\n\n\n
  • \u5ba2\u670d\u95ee\u7b54\uff1b<\/li>\n<\/ul>\n\n\n\n
    \u751a\u81f3\u662f\u6280\u672f\u624b\u518c\u7b49\u3002\u7cfb\u7edf\u4e0d\u662f\u9760\u5173\u952e\u8bcd\u641c\u7d22\uff0c\u800c\u662f\u7528\u201c\u8bed\u4e49\u641c\u7d22\u201d\u2014\u2014\u4e5f\u5c31\u662f\u7406\u89e3\u610f\u601d\u540e\u518d\u5339\u914d\u3002
    \uff08\u6bd4\u5982\u4f60\u95ee\u201c\u600e\u4e48\u9000\u8d27\uff1f\u201d\uff0c\u5b83\u4e5f\u80fd\u627e\u5230\u201c\u9000\u6b3e\u6d41\u7a0b\u201d\u7684\u5185\u5bb9\u3002\uff09<\/p>\n\n\n\n
    2.\u751f\u6210\uff08Generation\uff09\uff1a\u627e\u5230\u76f8\u5173\u8d44\u6599\u540e\uff0c\u7cfb\u7edf\u4f1a\u628a\u8fd9\u4e9b\u5185\u5bb9\u4ea4\u7ed9\u5927\u6a21\u578b\uff08\u6bd4\u5982 GPT\uff09\u3002<\/p>\n\n\n\n
      \n
    1. <\/li>\n<\/ol>\n\n\n\n
      \u6a21\u578b\u4f1a\u7ed3\u5408\u7528\u6237\u7684\u95ee\u9898\u548c\u8fd9\u4e9b\u8d44\u6599\uff0c\u751f\u6210\u4e00\u6bb5\u81ea\u7136\u3001\u51c6\u786e\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n
      \u8fd9\u6837\u751f\u6210\u7684\u7ed3\u679c\u6709\u4e24\u4e2a\u597d\u5904\uff1a<\/p>\n\n\n\n
        \n
      • \u66f4\u51c6\u786e \u2014\u2014 \u56e0\u4e3a\u7528\u5230\u4e86\u6211\u4eec\u63d0\u4f9b\u7684\u6700\u65b0\u8d44\u6599\u3002<\/li>\n\n\n\n
      • \u66f4\u53ca\u65f6 \u2014\u2014 \u77e5\u8bc6\u5e93\u4e00\u66f4\u65b0\uff0c\u7b54\u6848\u4e5f\u4f1a\u81ea\u52a8\u66f4\u65b0\u3002<\/li>\n<\/ul>\n\n\n\n
        \u4e3e\u4e2a\u751f\u6d3b\u5316\u7684\u4f8b\u5b50\uff1a\u60f3\u8c61\u4e00\u4e0b\u4f60\u5728\u516c\u53f8\u505a\u5ba2\u670d\uff0c\u5ba2\u6237\u95ee\uff1a<\/p>\n\n\n\n
        \u201c\u4f60\u4eec\u7684\u4f1a\u5458\u79ef\u5206\u53ef\u4ee5\u5151\u6362\u4ec0\u4e48\uff1f\u201d<\/pre>\n\n\n\n
        \u666e\u901aAI\u53ef\u80fd\u4e0d\u77e5\u9053\uff0c\u56e0\u4e3a\u8fd9\u5c5e\u4e8e\u516c\u53f8\u7684\u5185\u90e8\u653f\u7b56\uff0c\u4f46\u5982\u679c\u6211\u4eec\u7528\u4e86RAG\u7cfb\u7edf\uff1a<\/p>\n\n\n\n
          \n
        • \u5b83\u4f1a\u5148\u5728\u516c\u53f8\u77e5\u8bc6\u5e93\u91cc\u627e\u5230\u201c\u4f1a\u5458\u79ef\u5206\u5151\u6362\u89c4\u5219\u201d\uff1b<\/li>\n\n\n\n
        • \u518d\u8ba9AI\u6839\u636e\u8fd9\u4e9b\u8d44\u6599\u751f\u6210\u4e00\u6bb5\u81ea\u7136\u3001\u6e05\u6670\u7684\u56de\u7b54\u3002<\/li>\n<\/ul>\n\n\n\n
          \u7ed3\u679c\uff1a\u5ba2\u6237\u5f97\u5230\u51c6\u786e\u7684\u4fe1\u606f\uff0cAI\u4e5f\u4e0d\u4f1a\u201c\u4e71\u7f16\u201d\uff0c\u603b\u7ed3\u4e00\u53e5\u8bdd, RAG \u5c31\u50cf\u662f\uff1a<\/p>\n\n\n\n
          \u201cAI\u7684\u5927\u8111 + \u516c\u53f8\u7684\u77e5\u8bc6\u5e93 = \u4f1a\u67e5\u8d44\u6599\u53c8\u4f1a\u8bf4\u8bdd\u7684AI\u3002\u201d<\/pre>\n\n\n\n
          \u8fd9\u6837\u6211\u4eec\u65e2\u80fd\u5229\u7528AI\u7684\u8bed\u8a00\u80fd\u529b\uff0c\u53c8\u80fd\u786e\u4fdd\u56de\u7b54\u5185\u5bb9\u53ef\u9760\u3001\u5b9e\u65f6\u3001\u8d34\u5408\u4e1a\u52a1\u3002<\/p>\n\n\n\n
          \u76f8\u6bd4\u4e8e\u4ec5\u4f9d\u8d56\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\uff0cRAG\u6280\u672f\u53ef\u4ee5\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u4fe1\u606f\uff0c\u907f\u514d\u4e86\u6a21\u578b\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u5e76\u63d0\u5347\u4e86\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u8f83\u9ad8\u95ee\u9898\u7684\u5904\u7406\u80fd\u529b\u3002\u4e0e\u4f20\u7edf\u7684\u77e5\u8bc6\u5e93\u95ee\u7b54\u7cfb\u7edf\u76f8\u6bd4\uff0cRAG\u6280\u672f\u66f4\u52a0\u7075\u6d3b\uff0c\u53ef\u4ee5\u5904\u7406\u975e\u7ed3\u6784\u5316\u7684\u81ea\u7136\u8bed\u8a00\u6587\u672c\u3002<\/p>\n\n\n
          \n
          \"\"<\/figure><\/div>\n\n\n
          RAG \u7684\u8be6\u7ec6\u5de5\u4f5c\u6d41\u7a0b\u901a\u4fd7\u7248<\/strong>\ud83d\udd16<\/p>\n\n\n\n
          \n\n\n\n
          \u2460 \u5411\u91cf\u5316\uff08\u7406\u89e3\u95ee\u9898\uff09<\/p>\n\n\n\n
          \u7528\u6237\u8f93\u5165\u95ee\u9898\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n
          \u201c\u5982\u4f55\u62a5\u9500\u5dee\u65c5\u8d39\uff1f\u201d\n<\/pre>\n\n\n\n
          \u7cfb\u7edf\u5148\u628a\u8fd9\u53e5\u8bdd\u8f6c\u6210\u201c\u5411\u91cf\u201d\uff08\u4e00\u79cd\u80fd\u8ba9\u7535\u8111\u7406\u89e3\u8bed\u4e49\u7684\u6570\u5b57\u5f62\u5f0f\uff09\uff0c\u65b9\u4fbf\u540e\u7eed\u53bb\u5339\u914d\u76f8\u4f3c\u5185\u5bb9\u3002<\/p>\n\n\n\n
          \u2461 \u68c0\u7d22\uff08\u67e5\u627e\u76f8\u5173\u5185\u5bb9\uff09<\/p>\n\n\n\n
          \u7cfb\u7edf\u53bb\u77e5\u8bc6\u5e93\u91cc\u627e\u201c\u610f\u601d\u6700\u63a5\u8fd1\u201d\u7684\u5185\u5bb9\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n
          \u627e\u5230\u516c\u53f8\u6587\u6863\u91cc\u4e00\u6bb5\uff1a\u201c\u5dee\u65c5\u62a5\u9500\u9700\u63d0\u4ea4\u53d1\u7968\u548c\u884c\u7a0b\u5355\uff0c\u7531\u8d22\u52a1\u5ba1\u6838\u3002\u201d\n<\/pre>\n\n\n\n
          \u2462 \u589e\u5f3a\uff08\u628a\u8d44\u6599\u585e\u7ed9AI\uff09<\/p>\n\n\n\n
          \u7cfb\u7edf\u628a\u8fd9\u4e9b\u76f8\u5173\u6587\u6863\u5185\u5bb9\uff0c\u548c\u7528\u6237\u7684\u95ee\u9898\u4e00\u8d77\u53d1\u7ed9AI\u6a21\u578b\uff0c
          \u544a\u8bc9\u5b83\uff1a\u201c\u8fd9\u662f\u6700\u65b0\u7684\u8d44\u6599\uff0c\u8bf7\u53c2\u8003\u8fd9\u4e9b\u5185\u5bb9\u6765\u56de\u7b54\u3002\u201d<\/p>\n\n\n\n
          \u2463 \u751f\u6210\uff08\u5199\u51fa\u6700\u7ec8\u56de\u7b54\uff09<\/p>\n\n\n\n
          AI\u6839\u636e\u77e5\u8bc6\u5e93\u5185\u5bb9\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u751f\u6210\u4e00\u6bb5\u5b8c\u6574\u7684\u56de\u7b54\u3002
          \u8fd9\u6837\u751f\u6210\u7684\u7ed3\u679c\uff1a<\/p>\n\n\n\n
            \n
          • \u66f4\u53ef\u9760<\/strong>\uff08\u56e0\u4e3a\u6709\u4f9d\u636e\uff09<\/li>\n\n\n\n
          • \u66f4\u53ca\u65f6<\/strong>\uff08\u77e5\u8bc6\u5e93\u66f4\u65b0\u5c31\u80fd\u53cd\u6620\uff09<\/li>\n\n\n\n
          • \u66f4\u53ef\u63a7<\/strong>\uff08\u56de\u7b54\u8303\u56f4\u9650\u5b9a\u5728\u4e1a\u52a1\u77e5\u8bc6\u5185\uff09<\/li>\n<\/ul>\n\n\n\n
            RAG\u7684\u6838\u5fc3\u7406\u5ff5\u662f\uff1a\u5148\u67e5\u8d44\u6599\uff0c\u518d\u56de\u7b54\u95ee\u9898\u3002\u5b83\u8ba9AI\u53d8\u6210\u4e00\u4e2a\uff1a \u65e2\u80fd\u7406\u89e3\u4eba\u8bdd\uff0c\u53c8\u80fd\u67e5\u8d44\u6599\uff0c\u8fd8\u80fd\u751f\u6210\u51c6\u786e\u7b54\u6848\u7684\u52a9\u624b\u3002<\/p>\n\n\n\n
            \u901a\u8fc7 RAG\uff0c\u53ef\u4ee5\u8ba9\u5927\u6a21\u578b\u4ece\u6307\u5b9a\u7684\u5185\u90e8\u77e5\u8bc6\u5e93\u201c\u68c0\u7d22\u201d\u51c6\u786e\u7684\u5185\u5bb9\uff0c\u518d\u6839\u636e\u51c6\u786e\u7684\u5185\u5bb9\u201c\u751f\u6210\u201d\u56de\u7b54\u5185\u5bb9\uff0c\u4ece\u800c\u6709\u6548\u907f\u514d\u5e7b\u89c9\u3002<\/p>\n\n\n\n
            \u6bd4\u5982\uff0c\u5982\u679c\u76f4\u63a5\u8ba9\u5927\u6a21\u578b\u8fdb\u884c\u533b\u7597\u8bca\u65ad\uff0c\u7531\u4e8e\u5927\u6a21\u578b\u7684\u672c\u8d28\u662f\u6982\u7387\u6a21\u578b\uff0c\u56e0\u6b64\u5b83\u4f1a\u63d0\u4f9b\u5927\u91cf\u9519\u8bef\u6216\u8005\u4e0d\u76f8\u5173\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n
            \u6709\u4e86RAG\uff0c\u5927\u6a21\u578b\u5c31\u53ef\u4ee5\u4ece\u6d77\u91cf\u7684\u533b\u5b66\u6587\u732e\u3001\u75c5\u4f8b\u5e93\u4e2d\u76f4\u63a5\u68c0\u7d22\u4e0e\u60a3\u8005\u75c5\u75c7\u76f8\u5173\u7684\u77e5\u8bc6\uff0c\u518d\u751f\u6210\u8bca\u65ad\u5efa\u8bae\u4f9b\u533b\u751f\u53c2\u8003\uff0c\u4ece\u800c\u63d0\u9ad8\u5185\u5bb9\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n
            \u63a5\u4e0b\u6765\u7ed9\u5927\u5bb6\u4ecb\u7ecd RAG \u7684 7 \u4e2a\u6838\u5fc3\u6982\u5ff5\uff0c\u770b\u5b8c\u4ee5\u540e\uff0c\u4f60\u4f1a\u5bf9 RAG \u6709\u66f4\u6df1\u5165\u7684\u8ba4\u8bc6\u3002<\/p>\n\n\n\n
            \u5411\u91cf\u6570\u636e\u5e93<\/strong>\ud83d\udd16<\/p>\n\n\n\n
            \n\n\n\n
            \u5411\u91cf\u6570\u636e\u5e93\u662f RAG \u6700\u91cd\u8981\u7684\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e00\u3002<\/p>\n\n\n\n
            \u4f20\u7edf\u6570\u636e\u5e93\u7684\u5185\u5bb9\u67e5\u8be2\u4e3b\u8981\u4f9d\u8d56\u201c\u5173\u952e\u8bcd\u5339\u914d\u201d\uff0c\u5bf9\u67e5\u8be2\u7684\u7cbe\u786e\u5ea6\u8981\u6c42\u5f88\u9ad8\u3002<\/p>\n\n\n\n
            \u6bd4\u5982\uff0c\u5982\u679c\u4f60\u67e5\u8be2\u201c\u5982\u4f55\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u201d\uff0c\u800c\u6570\u636e\u5e93\u53ea\u6709\u201c\u65f6\u95f4\u7ba1\u7406\u6280\u5de7\u201d\u5185\u5bb9\uff0c\u90a3\u4e48\u5c31\u65e0\u6cd5\u641c\u7d22\u51fa\u4efb\u4f55\u5185\u5bb9\u3002<\/p>\n\n\n\n
            \u800c\u5411\u91cf\u6570\u636e\u5e93\u5c31\u53ef\u4ee5\u6709\u6548\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5b83\u4f1a\u628a\u5404\u79cd\u77e5\u8bc6\u90fd\u8f6c\u6362\u6210\u4e00\u7ec4\u7ec4\u6570\u5b57\uff08\u5411\u91cf\uff09\uff0c\u8fd9\u4e9b\u6570\u5b57\u80fd\u4ee3\u8868\u77e5\u8bc6\u7684\u5185\u5bb9\u548c\u7279\u70b9\uff0c<\/p>\n\n\n\n
            \u5f53\u4f60\u5728 RAG \u7cfb\u7edf\u4e2d\u8f93\u5165\u67e5\u627e\u4fe1\u606f\u65f6\uff0c\u5b83\u4f1a\u628a\u8f93\u5165\u4fe1\u606f\u4e5f\u8f6c\u6362\u6210\u4e00\u7ec4\u6570\u5b57\uff08\u5411\u91cf\uff09\uff0c\u7136\u540e\u5728\u6570\u636e\u5e93\u4e2d\u627e\u51fa\u6700\u76f8\u5173\u7684\u77e5\u8bc6\uff0c\u4ece\u800c\u5b9e\u73b0\u201c\u8bed\u4e49\u68c0\u7d22\u201d\u3002<\/p>\n\n\n
            \n
            \"\"<\/figure><\/div>\n\n\n
            \u6bd4\u5982\uff0c\u4e0b\u9762\u7684\u6bcf\u4e2a\u77e5\u8bc6\u90fd\u8f6c\u5316\u4e3a\u4e86\u4e00\u4e2a 3 \u7ef4\u5411\u91cf\uff08\u5b9e\u9645\u5e94\u7528\u4e2d\u53ef\u80fd\u628a\u4e00\u4e2a\u77e5\u8bc6\u8f6c\u5316\u4e3a\u51e0\u5341\u751a\u81f3\u51e0\u5343\u7ef4\u7684\u5411\u91cf\uff09\uff1a<\/p>\n\n\n\n
              \n
            • \u65f6\u95f4\u7ba1\u7406\uff1a[0.12\uff0c0.23\uff0c0.46]<\/li>\n\n\n\n
            • \u5de5\u4f5c\u5730\u70b9\uff1a[0.92\uff0c0.82\uff0c0.65]<\/li>\n\n\n\n
            • \u8003\u52e4\u5236\u5ea6\uff1a[0.83\uff0c0.93\uff0c0.78]<\/li>\n<\/ul>\n\n\n\n
              \u5f53\u7528\u6237\u67e5\u8be2\u201c\u5de5\u4f5c\u6548\u7387\u201d\uff0c\u5411\u91cf\u6570\u636e\u5e93\u5c31\u53ef\u4ee5\u628a\u201c\u5de5\u4f5c\u6548\u7387\u201d\u8f6c\u5316\u4e3a\u5411\u91cf\uff1a [0.12\uff0c0.23\uff0c0.53]\u3002<\/p>\n\n\n\n
              \u663e\u7136\u5b83\u548c\u201c\u65f6\u95f4\u7ba1\u7406\u201d\u7684\u5411\u91cf [0.12\uff0c0.23\uff0c0.46] \u76f8\u4f3c\u5ea6\u5f88\u9ad8\u2014\u2014\u4ece\u4e1a\u52a1\u4e0a\u6765\u8bf4\uff0c\u662f\u56e0\u4e3a\u201c\u65f6\u95f4\u7ba1\u7406\u201d\u662f\u63d0\u9ad8\u201c\u5de5\u4f5c\u6548\u7387\u201d\u7684\u4e00\u79cd\u6709\u6548\u65b9\u6cd5\uff0c\u8fd9\u5c31\u5bfc\u81f4\u4e24\u8005\u7684\u8bed\u4e49\u9ad8\u5ea6\u76f8\u5173\u3002<\/p>\n\n\n\n
              \u5176\u5b9e\uff0c\u8fd9\u5c31\u662f\u201c\u8bed\u4e49\u68c0\u7d22\u201d\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n
              \u5728\u4f20\u7edf\u5ba2\u670d\u7cfb\u7edf\u4e2d\uff0c\u7531\u4e8e\u4f9d\u8d56\u201c\u5173\u952e\u8bcd\u5339\u914d\u201d\uff0c\u5728\u9762\u5bf9\u590d\u6742\u54a8\u8be2\u65f6\uff0c\u5c31\u5f88\u96be\u7ed9\u51fa\u7528\u6237\u60f3\u8981\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n
              \u800c AI \u5ba2\u670d\u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5f53\u7528\u6237\u54a8\u8be2\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7 \u201c\u8bed\u4e49\u68c0\u7d22\u201d\u5feb\u901f\u627e\u5230\u6700\u76f8\u5173\u7684\u7b54\u6848\uff0c\u4ece\u800c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u548c\u6ee1\u610f\u5ea6\u3002<\/p>\n\n\n\n
              \u6df7\u5408\u68c0\u7d22<\/strong>\ud83d\udd16<\/p>\n\n\n\n
              \n\n\n
              \n
              \"\"<\/figure><\/div>\n\n\n
              \u57fa\u4e8e\u5411\u91cf\u77e5\u8bc6\u5e93\u7684\u8bed\u4e49\u68c0\u7d22\u867d\u7136\u5f88\u597d\uff0c\u4f46\u662f\u4e5f\u5b58\u5728 2 \u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n
              \u9996\u5148\u662f\u9762\u5bf9\u8d85\u5927\u6570\u636e\u91cf\uff0c\u8bed\u4e49\u68c0\u7d22\u7684\u901f\u5ea6\u4e0d\u5982\u4f20\u7edf\u7684\u5173\u952e\u8bcd\u68c0\u7d22\u3002<\/p>\n\n\n\n
              \u5176\u6b21\u662f\u5bf9\u4e8e\u4e00\u4e9b\u9700\u8981\u7cbe\u786e\u5339\u914d\u7684\u573a\u666f\uff0c\u5173\u952e\u8bcd\u5339\u914d\u66f4\u6709\u4f18\u52bf\u3002\u6bd4\u5982\u5728\u6cd5\u5f8b\u6587\u4ef6\u68c0\u7d22\u4e2d\uff0c\u6cd5\u5f8b\u6761\u6587\u3001\u6848\u4f8b\u7b49\u5bf9\u63aa\u8f9e\u7684\u7cbe\u51c6\u8981\u6c42\u5c31\u5f88\u9ad8\u3002<\/p>\n\n\n\n
              \u56e0\u6b64\uff0c\u5728\u5f88\u591a\u573a\u666f\u4e0b\uff0cRAG \u4f1a\u540c\u65f6\u4f7f\u7528\u5173\u952e\u8bcd\u68c0\u7d22\u548c\u8bed\u4e49\u68c0\u7d22\uff0c\u4ece\u800c\u5c3d\u53ef\u80fd\u7684\u63d0\u5347\u68c0\u7d22\u4f53\u9a8c\u3002<\/p>\n\n\n\n
              \u6bd4\u5982\uff0c\u5728\u7535\u5546\u5e73\u53f0\u4e0a\uff0c\u7528\u6237\u641c\u7d22\u201c\u65e0\u7ebf\u84dd\u7259\u8033\u673a\u201d\u3002\u7eaf\u8bed\u4e49\u68c0\u7d22\u53ef\u80fd\u4f1a\u63a8\u8350\u4e00\u4e9b\u5e26\u6709\u201c\u65e0\u7ebf\u201d\u6216\u201c\u84dd\u7259\u201d\u5b57\u6837\u7684\u666e\u901a\u8033\u673a\uff0c\u4f46\u6df7\u5408\u68c0\u7d22\u9664\u4e86\u8bed\u4e49\u5339\u914d\uff0c\u8fd8\u4f1a\u6839\u636e\u5173\u952e\u8bcd\u201c\u65e0\u7ebf\u84dd\u7259\u201d\u8fdb\u884c\u7cbe\u786e\u5339\u914d\uff0c\u786e\u4fdd\u4f18\u5148\u63a8\u8350\u7b26\u5408\u201c\u65e0\u7ebf\u84dd\u7259\u8033\u673a\u201d\u8fd9\u4e00\u5b8c\u6574\u8981\u6c42\u7684\u4ea7\u54c1\u3002<\/p>\n\n\n\n
              \u5206\u5757\u3001\u5d4c\u5165\u4e0e\u7d22\u5f15<\/strong>\ud83d\udd16<\/p>\n\n\n\n
              \n\n\n
              \n
              \"\"<\/figure><\/div>\n\n\n
              RAG\u5728\u5b58\u50a8\u77e5\u8bc6\u65f6\uff0c\u4e3a\u4e86\u66f4\u9ad8\u6548\u5730\u7ba1\u7406\u548c\u68c0\u7d22\uff0c\u901a\u5e38\u4f1a\u5c06\u539f\u59cb\u6587\u6863\u6309\u7167\u4e00\u5b9a\u7684\u89c4\u5219\uff08\u5982\u56fa\u5b9a\u957f\u5ea6\u3001\u8bed\u4e49\u5355\u5143\u7b49\uff09\u5206\u5757\u3002<\/p>\n\n\n\n
              \u5c31\u5982\u540c\u4e00\u672c\u5f88\u957f\u7684\u5c0f\u8bf4\uff0c\u5982\u679c\u628a\u5b83\u5207\u6210\u4e00\u4e2a\u4e2a\u7ae0\u8282\u6216\u8005\u66f4\u5c0f\u7684\u6bb5\u843d\u5757\uff0c\u90a3\u4e48\u5728\u67e5\u627e\u67d0\u4e2a\u6545\u4e8b\u60c5\u8282\u65f6\u5c31\u66f4\u65b9\u4fbf\u5feb\u6377\u3002<\/p>\n\n\n\n
              \u5206\u5757\u4ee5\u540e\uff0c\u8fd8\u9700\u8981\u628a\u6bcf\u4e00\u4e2a\u5757\u8f6c\u5316\u4e3a\u5411\u91cf\uff0c\u4ece\u800c\u5b58\u50a8\u5230\u5411\u91cf\u6570\u636e\u5e93\uff0c\u8fd9\u5c31\u662f\u5d4c\u5165\u3002<\/p>\n\n\n\n
              \u5d4c\u5165\u4ee5\u540e\uff0c\u8fd8\u53ef\u4ee5\u628a\u5411\u91cf\u5b58\u50a8\u5230\u4e00\u4e2a\u9ad8\u6548\u7684\u68c0\u7d22\u7ed3\u6784\u4e2d\uff0c\u4ee5\u4fbf\u5feb\u901f\u8fdb\u884c\u76f8\u4f3c\u6027\u8ba1\u7b97\u548c\u68c0\u7d22\uff0c\u8fd9\u5c31\u662f\u7d22\u5f15\u3002<\/p>\n\n\n\n
              \u6bd4\u5982\uff0c\u67d0\u6cd5\u5f8b\u54a8\u8be2\u5e73\u53f0\u4e3a\u7528\u6237\u63d0\u4f9b\u5728\u7ebf\u6cd5\u5f8b\u54a8\u8be2\u670d\u52a1\u3002<\/p>\n\n\n\n
              \u7531\u4e8e\u6cd5\u5f8b\u9886\u57df\u7684\u77e5\u8bc6\u5e93\u901a\u5e38\u975e\u5e38\u5e9e\u5927\u4e14\u590d\u6742\uff0c\u5305\u542b\u5927\u91cf\u7684\u6587\u672c\u4fe1\u606f\uff0c\u5982\u6cd5\u5f8b\u6761\u6587\u3001\u53f8\u6cd5\u89e3\u91ca\u3001\u6848\u4f8b\u5224\u51b3\u4e66\u7b49\u3002<\/p>\n\n\n\n
              \u5728\u6784\u5efa\u77e5\u8bc6\u5e93\u65f6\uff0c\u5c31\u53ef\u4ee5\u5c06\u6cd5\u5f8b\u6761\u6587\u3001\u6848\u4f8b\u7b49\u957f\u6587\u672c\u5206\u5272\u6210\u591a\u4e2a\u5c0f\u5757\uff0c\u540c\u65f6\uff0c\u5229\u7528\u7d22\u5f15\u7ed3\u6784\u8bb0\u5f55\u6bcf\u4e2a\u5c0f\u5757\u7684\u5411\u91cf\u4f4d\u7f6e\uff0c\u4ee5\u4fbf\u5feb\u901f\u68c0\u7d22\u3002<\/p>\n\n\n\n
              \u8fd9\u6837\uff0c\u5f53\u7528\u6237\u8f93\u5165\u6cd5\u5f8b\u95ee\u9898\uff0c\u5982\u201c\u5408\u540c\u8fdd\u7ea6\u7684\u8d54\u507f\u6807\u51c6\u662f\u4ec0\u4e48\u201d\uff0cRAG \u5c31\u53ef\u4ee5\u4ece\u6570\u636e\u5e93\u4e2d\u5feb\u901f\u627e\u5230\u6700\u76f8\u5173\u7684\u591a\u4e2a\u5c0f\u5757\uff0c\u5e76\u901a\u8fc7\u4e0a\u4e0b\u6587\u878d\u5408\u6765\u751f\u6210\u66f4\u4e3a\u51c6\u786e\u548c\u5b8c\u6574\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n
              \u91cd\u6392\u5e8f\uff08re-rank\uff09<\/strong>\ud83d\udd16<\/p>\n\n\n\n
              \n\n\n
              \n
              \"\"<\/figure><\/div>\n\n\n
              \u5f53 RAG \u4ece\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u51fa\u591a\u4e2a\u5185\u5bb9\u65f6\uff0c\u9700\u8981\u9009\u53d6\u76f8\u5173\u6027\u6700\u5927\u7684\u5185\u5bb9\u5582\u7ed9\u5927\u6a21\u578b\uff0c\u4ece\u800c\u63d0\u9ad8\u5927\u6a21\u578b\u7684\u56de\u7b54\u8d28\u91cf\u3002<\/p>\n\n\n\n
              \u6240\u8c13\u91cd\u6392\u5e8f\uff0c\u662f\u6307 RAG \u5c06\u521d\u6b65\u68c0\u7d22\u51fa\u6765\u7684\u5185\u5bb9\u8fdb\u884c\u91cd\u65b0\u6392\u5e8f\uff0c\u5176\u76ee\u7684\u662f\u5c06\u6700\u76f8\u5173\u7684\u4fe1\u606f\u6392\u5728\u524d\u9762\uff0c\u4ece\u800c\u9009\u53d6\u51fa\u76f8\u5bf9\u66f4\u4e3a\u51c6\u786e\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n
              \u6253\u4e2a\u6bd4\u65b9\uff0c\u4f60\u60f3\u8ba9 AI \u641c\u7d22\u4e00\u6279\u4e66\u7c4d\uff0cRAG \u4f1a\u5148\u5927\u81f4\u627e\u51fa\u4e00\u6279\u53ef\u80fd\u4f60\u60f3\u8981\u7684\u4e66\u7c4d\uff0c\u7136\u540e\u4ed4\u7ec6\u8bc4\u4f30\u6bcf\u4e00\u672c\u4e66\u548c\u4f60\u9700\u6c42\u7684\u5951\u5408\u7a0b\u5ea6\uff0c\u628a\u6700\u7b26\u5408\u4f60\u5fc3\u610f\u7684\u4e66\u6392\u5728\u6700\u524d\u9762\uff0c\u65b9\u4fbf\u4f60\u4f18\u5148\u67e5\u770b\u3002<\/p>\n\n\n\n
              \u91cd\u6392\u5e8f\u7684\u5e94\u7528\u975e\u5e38\u5e7f\u6cdb\uff0c\u6bd4\u5982\u7535\u5546\u5e73\u53f0\u6839\u636e\u7528\u6237\u9700\u6c42\u521d\u6b65\u7b5b\u9009\u51fa\u4e00\u6279\u5546\u54c1\u540e\uff0c\u5c31\u4f1a\u901a\u8fc7\u201c\u91cd\u6392\u5e8f\u201d\uff0c\u6839\u636e\u7528\u6237\u7684\u5b9e\u65f6\u884c\u4e3a\u3001\u504f\u597d\u5386\u53f2\u7b49\uff0c\u5bf9\u63a8\u8350\u5546\u54c1\u8fdb\u884c\u91cd\u65b0\u6392\u5e8f\uff0c\u628a\u66f4\u7b26\u5408\u7528\u6237\u5f53\u4e0b\u9700\u6c42\u7684\u5546\u54c1\u6392\u5728\u524d\u9762\uff0c\u63d0\u9ad8\u63a8\u8350\u7684\u51c6\u786e\u6027\u548c\u5b9e\u7528\u6027\u3002<\/p>\n\n\n\n
              \u4e0a\u4e0b\u6587\u878d\u5408<\/strong>\ud83d\udd16<\/p>\n\n\n\n
              \n\n\n
              \n
              \"\"<\/figure><\/div>\n\n\n
              \u4e0a\u4e0b\u6587\u878d\u5408\u662f\u6307 RAG \u5c06\u4ece\u591a\u4e2a\u6765\u6e90\u68c0\u7d22\u5230\u7684\u77e5\u8bc6\u8fdb\u884c\u6574\u5408\uff0c\u4ee5\u4fbf\u4e3a\u5927\u6a21\u578b\u63d0\u4f9b\u66f4\u5168\u9762\u3001\u8fde\u8d2f\u7684\u8f93\u5165\u5185\u5bb9\uff0c\u8fd9\u6837\u5927\u6a21\u578b\u7684\u56de\u7b54\u624d\u80fd\u6761\u7406\u6e05\u6670\u3001\u5185\u5bb9\u5b8c\u6574\u3002<\/p>\n\n\n\n
              \u6bd4\u5982\uff0c\u5728\u667a\u80fd\u5ba2\u670d\u573a\u666f\u4e2d\uff0c\u7528\u6237\u54a8\u8be2\uff1a\u201c\u6211\u521a\u6536\u5230\u7684\u5546\u54c1\u6709\u70b9\u7455\u75b5\uff0c\u6211\u53ef\u4ee5\u7533\u8bf7\u9000\u8d27\u5417\uff1f\u201d<\/p>\n\n\n\n
              \u8981\u56de\u7b54\u597d\u8fd9\u4e2a\u95ee\u9898\uff0cRAG \u5c31\u9700\u8981\u4ece\u591a\u4e2a\u6765\u6e90\u68c0\u7d22\u4fe1\u606f\uff0c\u6bd4\u5982\u7528\u6237\u7684\u8ba2\u5355\u4fe1\u606f\u3001\u9000\u8d27\u653f\u7b56\u7b49\uff0c\u518d\u628a\u8fd9\u4e9b\u5185\u5bb9\u6574\u7406\u6210\u7edf\u4e00\u7684\u5185\u5bb9\uff0c\u4ee5\u4fbf\u5927\u6a21\u578b\u80fd\u591f\u57fa\u4e8e\u5185\u5bb9\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n
              \u51c6\u786e\u7387\u548c\u53ec\u56de\u7387<\/strong>\ud83d\udd16<\/p>\n\n\n\n
              \n\n\n
              \n
              \"\"<\/figure><\/div>\n\n\n
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              \u77e5\u8bc6\u56fe\u8c31<\/strong>\ud83d\udd16<\/p>\n\n\n\n
              \n\n\n
              \n
              \"\"<\/figure><\/div>\n\n\n
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                \n
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              • 7\u3001\u6700\u540e\uff0c\u901a\u8fc7 F1 \u503c\u5bf9 RAG \u7cfb\u7edf\u7684\u51c6\u786e\u7387\u548c\u53ec\u56de\u7387\u8fdb\u884c\u7efc\u5408\u8bc4\u4f30
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