{"id":10020367,"date":"2024-10-22T00:00:00","date_gmt":"2024-10-22T00:00:00","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020367"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T16:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020367","title":{"rendered":"RAG\u5b9e\u8df5\u7bc7\uff08\u4e00\uff09\uff1a\u77e5\u8bc6\u8d44\u4ea7\u7684\u201c\u68af\u5ea6\u201d"},"content":{"rendered":"

<\/p>\n

\u4f60\u662f\u67d0\u4e2a\u4f01\u4e1a\u7684\u9886\u57df\u77e5\u8bc6\u4e13\u5bb6\u3002\u8fd9\u4e2a\u6708\uff0c\u4f60\u4eec\u516c\u53f8\u7684AI\u6280\u672f\u6765\u901a\u77e5\u4f60\uff0c\u4f60\u4eec\u516c\u53f8\u4f1a\u901a\u8fc7RAG\u6280\u672f\uff0c\u628a\u4f01\u4e1a\u7684\u79c1\u6709\u77e5\u8bc6\u5e93\u642c\u8fdb\u5927\u6a21\u578b\u3002\u8fd9\u6837\uff0c\u4ee5\u540e\u548c\u8fd9\u4e2a\u9886\u57df\u7684\u4e13\u6709\u77e5\u8bc6\u6709\u5173\u7684\u95ee\u9898\uff0cAI\u5c31\u518d\u4e5f\u4e0d\u4f1a\u6ee1\u5634\u8dd1\u706b\u8f66\uff0c\u62ff\u7740\u4e0d\u77e5\u771f\u5047\u7684\u56de\u7b54\u5ffd\u60a0\u4eba\u4e86\u3002\u4ed6\u4eec\u5e0c\u671b\u4f60\u534f\u52a9\u6574\u7406\u76f8\u5173\u77e5\u8bc6\uff0c\u7136\u540e\u4ed6\u4eec\u5c31\u80fd\u628a\u76f8\u5173\u77e5\u8bc6\u201c\u5582\u7ed9\u201d\u5927\u6a21\u578b\u4e86\u3002<\/p>\n

\u8bf7\u95ee\uff0c\u4f5c\u4e3a\u4e00\u4f4d\u9886\u57df\u5185\u5bb9\u4e13\u5bb6\uff0c\u4f60\u6b64\u65f6\u8981\u600e\u4e48\u505a\uff1f<\/p>\n

A. \u591a\u5c31\u662f\u597d\uff01\u7acb\u523b\u628a\u6211\u4eec\u5e9e\u5927\u7684\u3001\u767e\u4e07\u4f53\u91cf\u7684\u79c1\u6709\u77e5\u8bc6\u8d44\u4ea7\uff0c\u6e90\u6e90\u672c\u672c\u5730\u8f93\u5165\u8fdb\u53bb\u3002<\/p>\n

B. \u77e5\u8bc6\u8d44\u4ea7\u8981\u600e\u4e48\u653e\uff0c\u653e\u54ea\u4e9b\uff0c\u624d\u662f\u771f\u7684\u6709\u6548\uff1f<\/p>\n

\u53ef\u80fd\u6b64\u65f6\u4f60\u7684\u8868\u60c5be like\uff1a<\/p>\n

<\/p>\n

\u522b\u6025\uff0c\u6211\u4eec\u5148\u6765\u4e86\u89e3\u4e00\u4e0b\uff0c\u4ec0\u4e48\u662fRAG\uff1f\u4e3a\u4ec0\u4e48\u5f53\u4f01\u4e1a\u8981\u628a\u9886\u57df\u77e5\u8bc6\/\u79c1\u6709\u77e5\u8bc6\u7684\u201cAI\u5316\u201d\u7684\u65f6\u5019\uff0c\u8981\u7528\u5230RAG\uff1f<\/p>\n

01 \u4e3a\u4ec0\u4e48\u662f\u4f60\uff1fRAG<\/h2>\n

RAG\u7684\u5168\u79f0\u662fRetrieval-Augmented Generation\u3002\u4e2d\u6587\u53ef\u4ee5\u7ffb\u8bd1\u4e3a\u201c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u201d\u3002\u6280\u672f\u7279\u70b9\u5c31\u662f\u901a\u8fc7\u589e\u5f3a\u68c0\u7d22\u529f\u80fd\u6765\u8f85\u52a9\u751f\u6210\u6a21\u578b\u3002\u8fd9\u4e2a\u6280\u672f\u53ef\u4ee5\u5141\u8bb8\u5927\u8bed\u8a00\u6a21\u578b\u5728\u201c\u56de\u7b54\u201d\u4e4b\u524d\uff0c\u5148\u4ece\u6307\u5b9a\u7684\u201c\u6c60\u5b50\u201d\u91cc\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002\u8fd9\u6837\uff0cAI\u5728\u56de\u7b54\u95ee\u9898\u65f6\uff0c\u5b83\u5c31\u4e0d\u4ec5\u4ec5\u662f\u4f9d\u8d56\u4e8e\u5176\u8bad\u7ec3\u671f\u95f4\u6240\u5b66\u4e60\u5230\u7684\u6570\u636e\uff0c\u800c\u662f\u80fd\u591f\u53c2\u8003\u66f4\u591a\u3001\u7279\u5b9a\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n

<\/div>\n

\u8bf4\u5230\u8fd9\u91cc\uff0c\u4f60\u5e94\u8be5\u80fd\u660e\u767d\uff0cRAG\u5bf9\u4f01\u4e1a\u79c1\u6709\u77e5\u8bc6\u5e93\u7684\u4f5c\u7528\u4e86\u3002\u4ece\u76ee\u524d\u7684\u751f\u6210\u5f0fAI\u7684\u6280\u672f\u800c\u8a00\uff0c\u5927\u6a21\u578b\u4eec\u867d\u7136\u5bf9\u5404\u79cd\u4e3b\u9898\u90fd\u6709\u7740\u60ca\u4eba\u7684\u4e86\u89e3\uff0c\u4f46\u8fd9\u4e9b\u4e86\u89e3\u4ec5\u9650\u4e8e\u5b83\u4eec\u8bad\u7ec3\u65f6\u4f7f\u7528\u7684\u6570\u636e\uff0c\u6211\u4eec\u59d1\u4e14\u79f0\u4e4b\u4e3a\u201c\u4e16\u754c\u77e5\u8bc6\u201d\u3002\u8fd9\u610f\u5473\u7740\u5f53\u6211\u4eec\u5c06\u5b83\u7528\u4e8e\u4f01\u4e1a\u79c1\u6709\u6216\u4e13\u6709\u4e1a\u52a1\u4fe1\u606f\u7684\u65f6\u5019\uff0c\u5927\u6a21\u578b\u7684\u60ca\u4eba\u7406\u89e3\u529b\u5c31\u65e0\u7528\u6b66\u4e4b\u5730\u4e86\u3002\u56e0\u4e3a\u5b83\u6839\u672c\u6ca1\u6709\u201c\u8bad\u7ec3\u201d\u8fc7\u76f8\u5e94\u7684\u77e5\u8bc6\u3002<\/p>\n

\u800cRAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6280\u672f\u7b49\u4e8e\u7ed9\u5927\u6a21\u578b\u5f00\u4e86\u4e00\u4e2a\u77e5\u8bc6\u201c\u5916\u6302\u201d\u3002\u901a\u8fc7\u8fd9\u4e2a\u201c\u5916\u6302\u201d\uff0c\u4e00\u4e9b\u5e76\u6ca1\u6709\u5305\u542b\u5728\u539f\u59cb\u7684\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u4f01\u4e1a\u79c1\u6709\u77e5\u8bc6\u3001\u4e13\u6709\u4e1a\u52a1\u4fe1\u606f\uff0c\u4e5f\u80fd\u591f\u88ab\u68c0\u7d22\u5230\uff0c\u7136\u540e\u751f\u6210\u6b63\u786e\u7684\u8f93\u51fa\u3002<\/p>\n

\u7b80\u5355\u6765\u8bf4\uff0cRAG\u7684\u5de5\u4f5c\u6d41\u7a0b\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n

    \n
  1. \u68c0\u7d22\uff1a<\/strong>\u5f53\u7528\u6237\u63d0\u51fa\u4e00\u4e2a\u95ee\u9898\u65f6\uff0cRAG\u9996\u5148\u4f1a\u5728\u4e00\u4e2a\u6216\u591a\u4e2a\u6587\u6863\u6570\u636e\u5e93\u4e2d\u67e5\u627e\u76f8\u5173\u7684\u6587\u6863\u7247\u6bb5\u3002<\/li>\n
  2. \u4e0a\u4e0b\u6587\u878d\u5408\uff1a<\/strong>\u627e\u5230\u76f8\u5173\u7684\u6587\u6863\u540e\uff0cRAG\u4f1a\u5c06\u8fd9\u4e9b\u4fe1\u606f\u4e0e\u95ee\u9898\u672c\u8eab\u7ed3\u5408\u8d77\u6765\uff0c\u5f62\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u3002<\/li>\n
  3. \u751f\u6210\u54cd\u5e94\uff1a<\/strong>\u6700\u540e\uff0c\u57fa\u4e8e\u8fd9\u4e2a\u4e0a\u4e0b\u6587\uff0cRAG\u751f\u6210\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u54cd\u5e94\uff0c\u8be5\u54cd\u5e94\u5e94\u8be5\u662f\u51c6\u786e\u4e14\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u3002<\/li>\n<\/ol>\n

    02 \u6709\u201c\u5916\u6302\u201d\uff0c\u4e00\u52b3\u6c38\u9038\uff1f<\/h2>\n

    \u4e0d\u8fc7\uff0c\u5f53\u6211\u4eec\u7528RAG\u6280\u672f\u4e3aAI\u6a21\u578b\u8f93\u5165\u77e5\u8bc6\u5e93\u65f6\uff0c\u5e76\u4e0d\u50cf\u5f80\u56fe\u4e66\u9986\u91cc\u6dfb\u52a0\u65b0\u4e66\u4e00\u6837\u6e05\u695a\u7b80\u5355\u3002\u6bd5\u7adf\u662f\u4e00\u79cd\u201c\u5916\u90e8\u68c0\u7d22\u201d\u6280\u672f\uff0c\u7a0d\u6709\u4e0d\u614e\u5c31\u4f1a\u7ffb\u8f66\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u5728\u505aRAG\u65f6\uff0c\u7ecf\u5e38\u4f1a\u8e29\u7684\u5751\uff1a<\/p>\n

    1. \u6666\u6da9\u7684\u4e13\u4e1a\u672f\u8bed<\/h3>\n

    \u8bef\u533a<\/strong>\uff1a\u5728\u4e13\u4e1a\u9886\u57df\u4e2d\u3002\u8bb8\u591a\u6587\u732e\u548c\u8d44\u6599\u4e2d\u5145\u6ee1\u4e86\u4e13\u4e1a\u672f\u8bed\uff0c\u8fd9\u4e9b\u672f\u8bed\u5bf9\u4e8e\u975e\u4e13\u4e1a\u4eba\u58eb\uff08\u751a\u81f3\u662f\u5927\u6a21\u578b\uff09\u6765\u8bf4\u90fd\u662f\u96be\u4ee5\u7406\u89e3\u7684\u3002<\/p>\n

    \u98ce\u9669<\/strong>\uff1a\u5f53\u77e5\u8bc6\u5e93\u5185\u5bb9\u5305\u542b\u5927\u91cf\u4e13\u4e1a\u672f\u8bed\u3001\u4e14\u6587\u732e\u9519\u7efc\u590d\u6742\uff0c\u5bf9\u672f\u8bed\u6ca1\u6709\u505a\u51fa\u5f88\u597d\u7684\u89e3\u91ca\u548c\u5173\u8054\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u5c31\u4f1a\u201c\u5012\u5728\u201d\u7b2c\u4e00\u6b65\u3002\u56e0\u4e3a\u5b83\u6839\u672c\u65e0\u6cd5\u5f88\u597d\u5730\u7406\u89e3\u8fd9\u4e9b\u672f\u8bed\uff0c\u66f4\u9051\u8bba\u6700\u7ec8\u8f93\u51fa\u6b63\u786e\u7684\u7b54\u6848\u4e86\u3002<\/p>\n

    2. \u4fe1\u606f\u63d0\u53d6\u56f0\u96be<\/h3>\n

    \u8bef\u533a<\/strong>\uff1a\u6709\u65f6\u5019\uff0c\u6587\u732e\u91cf\u592a\u5927\uff0cRAG\u7cfb\u7edf\u5728\u5904\u7406\u5927\u91cf\u6587\u672c\u6570\u636e\u65f6\uff0c\u5b83\u53ef\u80fd\u65e0\u6cd5\u6709\u6548\u5730\u4ece\u4e2d\u62bd\u53d6\u5173\u952e\u4fe1\u606f\u3002<\/p>\n

    \u98ce\u9669<\/strong>\uff1a\u5982\u679c\u6a21\u578b\u65e0\u6cd5\u4ece\u590d\u6742\u7684\u6587\u732e\u4e2d\u63d0\u53d6\u51fa\u6838\u5fc3\u8981\u70b9\uff0c\u90a3\u4e48\u751f\u6210\u7684\u7b54\u6848\u53ef\u80fd\u4f1a\u7f3a\u4e4f\u91cd\u70b9\uff0c\u6216\u8005\u5305\u542b\u5927\u91cf\u65e0\u5173\u7d27\u8981\u7684\u7ec6\u8282\uff0c\u4f8b\u5982\uff0c\u5728\u6cd5\u5f8b\u6587\u732e\u4e2d\uff0c\u5173\u952e\u6761\u6b3e\u5f80\u5f80\u9690\u85cf\u5728\u5927\u91cf\u6cd5\u5f8b\u6761\u6587\u4e2d\uff0c\u6a21\u578b\u5728\u68c0\u7d22\u65f6\u53ef\u80fd\u4f1a\u201c\u5ffd\u7565\u201d\uff0c\u6216\u8005\u4e00\u80a1\u8111\u5730\u63d0\u53d6\u3002\u5bfc\u81f4\u56de\u7b54\u8981\u4e48\u7f3a\u6f0f\u91cd\u70b9\uff0c\u8981\u4e48\u53c8\u591a\u53c8\u6742\u3001\u627e\u4e0d\u5230\u91cd\u70b9\u3002<\/p>\n

    3. \u81ea\u76f8\u77db\u76fe\/\u4e0d\u4e00\u81f4\u7684\u4fe1\u606f<\/h3>\n

    \u8bef\u533a<\/strong>\uff1a\u6709\u65f6\u5019\u6587\u732e\u8fc7\u591a\uff0c\u8f93\u5165\u5230RAG\u7cfb\u7edf\u4e2d\u7684\u6570\u636e\u53ef\u80fd\u5305\u542b\u4e0d\u51c6\u786e\u6216\u9519\u8bef\u7684\u4fe1\u606f\u3002\u6bd4\u5982\uff0c\u4e00\u4e2a\u533b\u7597\u7684RAG\u7cfb\u7edf\uff0c\u5b83\u7684\u76ee\u7684\u4e3a\u533b\u751f\u548c\u60a3\u8005\u5728\u8fdb\u884c\u8be2\u95ee\u65f6\uff0c\u63d0\u4f9b\u51c6\u786e\u7684\u836f\u54c1\u4fe1\u606f\u3002\u4f46\u662f\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u5728\u77e5\u8bc6\u5e93\u7684\u5efa\u7acb\u65f6\uff0c\u6536\u96c6\u4e86\u591a\u79cd\u6765\u6e90\u7684\u836f\u54c1\u8bf4\u660e\u4e66\u3001\u4e34\u5e8a\u8bd5\u9a8c\u62a5\u544a\u4ee5\u53ca\u6700\u65b0\u7684\u533b\u5b66\u7814\u7a76\u8bba\u6587\u3002\u5c31\u6781\u6709\u53ef\u80fd\u51fa\u73b0\u4ee5\u4e0b\u60c5\u51b5\uff1a<\/p>\n

      \n
    • \u8bf4\u660e\u4e66A\uff08\u6765\u81ea\u5236\u9020\u5546X\uff0c2020\u5e74\u53d1\u5e03\uff09\uff1a\u201c\u963f\u83ab\u897f\u6797\u9002\u7528\u4e8e\u6cbb\u7597\u591a\u79cd\u7ec6\u83cc\u611f\u67d3\uff0c\u5982\u80ba\u708e\u3001\u54bd\u708e\u548c\u76ae\u80a4\u611f\u67d3\u3002\uff0c\u6210\u4eba\u6bcf\u65e5\u5242\u91cf\u4e3a500\u6beb\u514b\uff0c\u6bcf\u65e5\u4e09\u6b21\u3002\u201d<\/li>\n
    • \u6700\u65b0\u7814\u7a76\u8bba\u6587C\uff082023\u5e74\u53d1\u8868\uff09\uff1a\u201c\u6700\u65b0\u7684\u4e34\u5e8a\u7814\u7a76\u8868\u660e\uff0c\u963f\u83ab\u897f\u6797\u5bf9\u67d0\u4e9b\u7c7b\u578b\u7684\u7ec6\u83cc\u611f\u67d3\u4e0d\u518d\u6709\u6548\uff0c\u56e0\u4e3a\u5b83\u53ef\u80fd\u5bfc\u81f4\u8010\u836f\u6027\u3002\u201d<\/li>\n<\/ul>\n

      \u98ce\u9669<\/strong>\uff1a\u751f\u6210\u7b54\u6848\u65f6\uff0c\u53ef\u80fd\u4f1a\u51fa\u73b0\u81ea\u76f8\u77db\u76fe\u7684\u56de\u7b54\uff0c\u6216\u8005\u662f\u6bcf\u6b21\u7684\u56de\u7b54\u90fd\u4e0d\u4e00\u81f4\uff0c\u5bb9\u6613\u8bef\u5bfc\u7528\u6237\u3002<\/p>\n

      4. \u8fc7\u65f6\u5185\u5bb9<\/h3>\n

      \u8bef\u533a<\/strong>\uff1a\u8fc7\u65f6\u5185\u5bb9\u662f\u6307\u77e5\u8bc6\u5e93\u4e2d\u7684\u67d0\u4e9b\u4fe1\u606f\u53ef\u80fd\u5df2\u7ecf\u4e0d\u518d\u9002\u7528\u5f53\u524d\u7684\u60c5\u51b5\u3002<\/p>\n

      \u98ce\u9669<\/strong>\uff1a\u5982\u679cRAG\u7cfb\u7edf\u63d0\u4f9b\u4e86\u8fc7\u65f6\u7684\u4fe1\u606f\uff0c\u90a3\u4e48\u8fd9\u4e9b\u4fe1\u606f\u53ef\u80fd\u4f1a\u5bfc\u81f4\u7528\u6237\u505a\u51fa\u57fa\u4e8e\u8fc7\u65f6\u6570\u636e\u7684\u51b3\u7b56\u3002\u4f8b\u5982\uff0c\u5728\u6280\u672f\u5feb\u901f\u53d1\u5c55\u7684\u9886\u57df\uff0c\u5982\u4fe1\u606f\u6280\u672f\u6216\u751f\u7269\u533b\u836f\uff0c\u51e0\u5e74\u524d\u7684\u7814\u7a76\u6210\u679c\u53ef\u80fd\u5df2\u7ecf\u4e0d\u518d\u9002\u7528\u3002<\/p>\n

      5. \u65e0\u5173\u4e14\u591a\u4f59\u7684\u4fe1\u606f<\/h3>\n

      \u8bef\u533a<\/strong>\uff1a\u65e0\u5173\u4e14\u591a\u4f59\u7684\u4fe1\u606f\u662f\u6307\u77e5\u8bc6\u5e93\u4e2d\u5305\u542b\u4e86\u4e00\u4e9b\u4e0e\u5f53\u524d\u95ee\u9898\u65e0\u5173\u6216\u591a\u4f59\u7684\u5185\u5bb9\u3002<\/p>\n

      \u98ce\u9669<\/strong>\uff1a\u8fd9\u4e9b\u4fe1\u606f\u53ef\u80fd\u4f1a\u5e72\u6270\u6a21\u578b\u7684\u5224\u65ad\uff0c\u5bfc\u81f4\u751f\u6210\u7684\u7b54\u6848\u4e2d\u5305\u542b\u4e0d\u5fc5\u8981\u7684\u7ec6\u8282\uff0c\u4ece\u800c\u4f7f\u7b54\u6848\u663e\u5f97\u5197\u957f\u800c\u4e0d\u5207\u9898\u3002\u4f8b\u5982\uff0c\u5728\u7528\u6237\u8be2\u95ee\u67d0\u4e00\u4ea7\u54c1\u7684\u5177\u4f53\u89c4\u683c\u65f6\uff0c\u7cfb\u7edf\u5374\u7ed9\u51fa\u4e86\u5927\u91cf\u4e0e\u4ea7\u54c1\u65e0\u5173\u7684\u5e02\u573a\u8425\u9500\u6750\u6599\u3002<\/p>\n

      6. \u4e0e\u201c\u4e16\u754c\uff08\u77e5\u8bc6\uff09\u4e3a\u654c\u201d<\/h3>\n

      \u8bef\u533a<\/strong>\uff1a\u8fd9\u79cd\u7ecf\u5e38\u51fa\u73b0\u5728\u4e00\u4e9b\u201c\u8f6f\u201d\u77e5\u8bc6\u4e0a\uff0c\u6bd4\u5982\u516c\u53f8\u7ba1\u7406\u3001\u9886\u5bfc\u529b\u54a8\u8be2\u7b49\u7b49\u3002\u5728\u8fd9\u79cd\u77e5\u8bc6\u9886\u57df\uff0c\u5e76\u6ca1\u6709\u552f\u4e00\u7684\u3001\u6b63\u786e\u7684\u7b54\u6848\uff0c\u800c\u662f\u4e0d\u540c\u7684\u201c\u5b66\u6d3e\u201d\u4f1a\u6709\u4e0d\u540c\u7684\u5207\u5165\u70b9\u548c\u7406\u8bba\u4f53\u7cfb\u3002\u8fd9\u6837\uff0c\u540c\u4e00\u4e2a\u6982\u5ff5\uff0c\u5728\u79c1\u6709\u77e5\u8bc6\u5e93\u548c\u4e16\u754c\u77e5\u8bc6\u7684\u8bf4\u6cd5\u4e0d\u540c\uff0c\u5c31\u53ef\u80fd\u4ea7\u51fa\u51b2\u7a81\u3002<\/p>\n

      \u98ce\u9669<\/strong>\uff1a\u6a21\u578b\u56de\u7b54\u7684\u8f93\u51fa\u4e0d\u7a33\u5b9a\u3002\u9762\u5bf9\u201c\u5916\u6302\u201d\u7ed9\u5230\u7684\u77e5\u8bc6\u70b9\u548c\u81ea\u5df1\u8bad\u7ec3\u65f6\u5c31\u6709\u7684\u6570\u636e\uff0c\u5927\u6a21\u578b\u5bb9\u6613\u9677\u5165\u201c\u672c\u80fd\u8fc1\u79fb\u201d\uff0c\u66f4\u503e\u5411\u4e8e\u7528\u81ea\u5df1\u8bad\u7ec3\u65f6\u7684\u6570\u636e\u505a\u56de\u7b54\u3002<\/p>\n

      03 \u77e5\u8bc6\u8d44\u4ea7\u7684\u201c\u91d1\u5b57\u5854\u201d\u68af\u5ea6<\/h2>\n

      \u770b\u5b8c\u4e86\u4ee5\u4e0a\u7684\u8bef\u533a\uff0c\u4f60\u53ef\u80fd\u5df2\u7ecf\u9690\u9690\u6709\u611f\u89c9\uff1a\u201c\u5582\u7ed9\u201dRAG\u7684\u77e5\u8bc6\u5e93\uff0c\u5e76\u4e0d\u662f\u8d8a\u591a\u8d8a\u597d\u3002<\/p>\n

      \u5c3d\u7ba1\u4ece\u77e5\u8bc6\u5e93\u5230\u6b63\u786e\u7684\u56de\u7b54\u7684\u8f93\u51fa\uff0c\u9700\u8981\u7b97\u6cd5\u5de5\u7a0b\u5e08\u8fdb\u884c\u6280\u672f\u7684\u5fae\u8c03\uff0c\u4f46\u662f\u4ece\u9886\u57df\u4e13\u5bb6\u7684\u89d2\u5ea6\uff0c\u68b3\u7406\u548c\u5efa\u8bbe\u77e5\u8bc6\u5e93\u65f6\uff0c\u5c31\u9700\u8981\u7262\u8bb0\u4ee5\u4e0b\u539f\u5219\uff1a<\/p>\n

      \u5e76\u4e0d\u662f\u6240\u6709\u7684\u77e5\u8bc6\u90fd\u662f\u5e73\u7b49\u7684\u3002\u4f60\u9700\u8981\u8bc4\u4f30\u54ea\u4e9b\u77e5\u8bc6\u201c\u6709\u4ef7\u503c\u201d\uff0c\u800c\u4ef7\u503c\u7684\u79c1\u6709\u77e5\u8bc6\uff0c\u624d\u53ef\u4ee5\u79f0\u4e4b\u4e3a\u201c\u77e5\u8bc6\u8d44\u4ea7\u201d\uff0c\u5e76\u653e\u5165\u77e5\u8bc6\u5e93\u4e4b\u4e2d\u3002<\/p>\n

      \u90a3\u4ec0\u4e48\u662f\u6709\u4ef7\u503c\u7684\u77e5\u8bc6\u8d44\u4ea7\uff1f\u5c3d\u7ba1\u5404\u9886\u57df\u7684\u77e5\u8bc6\u5185\u5bb9\u4e0d\u5c3d\u76f8\u540c\uff0c\u4f46\u5728\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u9075\u5faa\u91d1\u5b57\u5854\u68af\u5ea6\u7684\u601d\u8def\uff1a<\/p>\n

        \n
      • \u9876\u5c42\uff0c\u6838\u5fc3\u8d44\u4ea7\uff1a\u8fd9\u5e94\u8be5\u662f\u516c\u53f8\u79c1\u6709\u5316\/\u4e13\u4e1a\u9886\u57df\u4e2d\u6700\u4e3a\u6838\u5fc3\u3001\u6700\u5173\u952e\u7684\u77e5\u8bc6\u5185\u5bb9\u3002\u4e5f\u662f\u8fd9\u4e2a\u79c1\u6709\u77e5\u8bc6\u5e93\u6700\u60f3\u7ed9\u7528\u6237\u4f20\u9012\u3001\u6700\u6709\u7ade\u4e89\u529b\u7684\u77e5\u8bc6\u4f53\u7cfb\u3002\u4f8b\u5982\uff0c\u4e00\u5bb6\u54a8\u8be2\u516c\u53f8\u8d56\u4ee5\u6210\u540d\u7684\u6838\u5fc3\u65b9\u6cd5\u8bba\uff0c\u5c31\u662f\u8fd9\u5bb6\u516c\u53f8\u6700\u6838\u5fc3\u7684\u77e5\u8bc6\u8d44\u4ea7\u3002\u5728RAG\u7684\u5b9e\u8df5\u4e2d\uff0c\u4e00\u65e6\u6d89\u53ca\u5230\u8fd9\u7c7b\u8303\u56f4\u7684\u77e5\u8bc6\u7406\u89e3\u548c\u8f93\u51fa\uff0c\u5fc5\u987b\u8981\u6c42\u51c6\u786e\u3001\u5168\u9762\u3001\u6df1\u5165\uff0c\u80fd\u591f\u4f53\u73b0\u6743\u5a01\u6027\u3002<\/li>\n
      • \u6b21\u5c42\uff0c\u72ec\u5bb6\u8d44\u4ea7\uff1a\u91cd\u8981\u7b49\u7ea7\u6bd4\u5173\u952e\u77e5\u8bc6\u7565\u4f4e\uff0c\u4f46\u540c\u6837\u662f\u79c1\u6709\u77e5\u8bc6\u5e93\u4e2d\u7684\u72ec\u7279\u7684\u8d44\u4ea7\u3002\u8fd9\u4e9b\u77e5\u8bc6\u4e5f\u8bb8\u4f1a\u548c\u4e16\u754c\u77e5\u8bc6\u6709\u91cd\u5408\uff0c\u4f46\u5728\u79c1\u6709\u77e5\u8bc6\u5e93\u4e2d\uff0c\u5fc5\u987b\u6309\u7167\u79c1\u6709\u77e5\u8bc6\u5e93\u4e2d\u7684\u8981\u6c42\u56de\u7b54\u3002\u8fd9\u7c7b\u77e5\u8bc6\u7684\u4e00\u79cd\u5e38\u89c1\u573a\u666f\u5c31\u662f\u516c\u53f8\u7684\u89c4\u7ae0\u5236\u5ea6\/\u6587\u5316\u5185\u5bb9\/\u7ee9\u6548\u89c4\u5219\u7b49\uff0c\u4e16\u754c\u77e5\u8bc6\u5e93\u4e5f\u8bb8\u6709\u5927\u91cf\u7c7b\u4f3c\u7684\u5185\u5bb9\uff0c\u4f46\u662f\u5728\u516c\u53f8\u4e2d\u5fc5\u987b\u8981\u6309\u7167\u516c\u53f8\u7684\u8981\u6c42\u8fdb\u884c\u3002\u56e0\u6b64\uff0c\u5bf9\u8fd9\u7c7b\u77e5\u8bc6\u7684\u89e3\u8bfb\u4e5f\u540c\u6837\u8981\u6c42\u51c6\u786e\uff0c\u4e14\u5fc5\u987b\u4ee5\u79c1\u6709\u77e5\u8bc6\u5e93\u4e3a\u51c6\uff0c\u4e0d\u5f97\u6df7\u6dc6\u4e16\u754c\u77e5\u8bc6\u3002<\/li>\n
      • \u7b2c\u4e09\u5c42\uff0c\u666e\u901a\u8d44\u4ea7\uff1a\u5728\u5b9e\u8df5\u4e2d\uff0c\u7ecf\u5e38\u4f1a\u51fa\u73b0\u4e00\u79cd\u60c5\u51b5\uff1a\u201c\u79c1\u6709\u201d\u5373\u201c\u4e16\u754c\u201d\u3002\u8bf4\u767d\u4e86\uff0c\u4e0d\u7ba1\u662f\u591a\u79c1\u6709\u7684\u77e5\u8bc6\uff0c\u5b83\u7684\u6e90\u5934\u5fc5\u7136\u80fd\u8ffd\u6eaf\u5230\u4eba\u7c7b\u516c\u6709\u7684\u77e5\u8bc6\u4f53\u7cfb\u4e2d\u3002\u6240\u4ee5\uff0c\u79c1\u6709\u77e5\u8bc6\u5e93\u514d\u4e0d\u4e86\u6709\u4e00\u4e9b\u201c\u5176\u5b9e\u548c\u4e16\u754c\u77e5\u8bc6\u5dee\u4e0d\u591a\uff0c\u4f46\u8868\u8ff0\u3001\u8303\u56f4\u4e0a\u7565\u6709\u5dee\u5f02\u201d\u7684\u5185\u5bb9\u3002\u8fd9\u7c7b\u5176\u5b9e\u662f\u6700\u5bb9\u6613\u548c\u4e16\u754c\u77e5\u8bc6\u53d1\u751f\u6df7\u6dc6\uff0c\u9020\u6210\u8f93\u51fa\u4e0d\u51c6\u786e\/\u5197\u4f59\u7684\u201c\u5143\u51f6\u201d\u3002\u56e0\u6b64\uff0c\u8fd9\u7c7b\u77e5\u8bc6\uff0c\u6211\u4eec\u5efa\u8bae\u4e0d\u5fc5\u201c\u655d\u5e1a\u81ea\u73cd\u201d\uff0c\u5728\u5efa\u7acb\u77e5\u8bc6\u5e93\u65f6\u5927\u5200\u9614\u65a7\u5730\u53bb\u9664\u5373\u53ef\u3002<\/li>\n
      • \u7b2c\u56db\u5c42\uff0c\u4e0d\u826f\u8d44\u4ea7\uff1a\u5305\u62ec\u81ea\u76f8\u77db\u76fe\u3001\u8fc7\u65f6\u3001\u65e0\u7528\u7684\u4fe1\u606f\uff0c\u8fd9\u4e9b\u4e0d\u826f\u8d44\u4ea7\uff0c\u4e00\u5b9a\u8981\u5c3d\u65e9\u5265\u79bb\u3002\u5728\u8fdb\u884c\u77e5\u8bc6\u5e93\u7684\u5efa\u8bbe\u65f6\uff0c\u5c31\u4e0d\u80fd\u5b58\u5728\u3002<\/li>\n<\/ul>\n

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