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Meta \u4e3a Llama 2 \u63a8\u51fa\u57fa\u4e8e RAG \u7684\u7cfb\u7edf\u65f6\uff0c\u4ed6\u4eec\u62a5\u544a\u79f0\u5e7b\u89c9\u7387\u4e0e\u57fa\u7840\u6a21\u578b\u76f8\u6bd4\u964d\u4f4e\u4e86 20-30%\u3002\u540c\u6837\uff0c\u4e3a\u5ba2\u6237\u670d\u52a1\u5e94\u7528\u7a0b\u5e8f\u5b9e\u65bd RAG \u67b6\u6784\u7684\u516c\u53f8\u4e5f\u53d1\u73b0\u5bf9\u7279\u5b9a\u4ea7\u54c1\u6216\u653f\u7b56\u95ee\u9898\u7684\u56de\u7b54\u51c6\u786e\u6027\u6709\u663e\u8457\u63d0\u9ad8\u3002<\/p>\n\n\n\n<p>\u6b63\u5982\u4e00\u4f4d RAG \u5f00\u53d1\u4eba\u5458\u6240\u8bf4\uff1a\u201c\u5982\u679c\u60a8\u6b63\u5728\u6784\u5efa\u4eba\u5de5\u667a\u80fd\u641c\u7d22\uff0c\u4e5f\u8bb8 RAG \u662f\u4e00\u79cd\u4e0d\u9519\u7684\u65b9\u6cd5\uff0c\u4f46\u5982\u679c\u60a8\u6b63\u5728\u6784\u5efa\u4ee3\u7406\u6216\u5bf9\u8bdd\u4ee3\u7406\u6216\u4e0e\u7528\u6237\u4ea4\u4e92\u7684\u66f4\u590d\u6742\u7684\u4e1c\u897f\uff0cRAG 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\u7cfb\u7edf\u901a\u5e38\u4ec5\u6839\u636e\u8bed\u4e49\u76f8\u4f3c\u6027\u6216\u76f8\u5173\u6027\u6392\u540d\u6765\u68c0\u7d22\u4fe1\u606f\uff0c\u4ece\u800c\u5265\u79bb\u4e86\u8fd9\u4e00\u81f3\u5173\u91cd\u8981\u7684\u60c5\u666f\u80cc\u666f\u3002RAG \u7cfb\u7edf\u53ef\u80fd\u4f1a\u68c0\u7d22\u4e00\u6bb5\u63cf\u8ff0\u67cf\u6797\u5899\u5012\u584c\u65f6\u95f4\u7684\u6bb5\u843d\uff0c\u4f46\u5b83\u65e0\u6cd5\u83b7\u53d6\u5851\u9020\u4eba\u7c7b\u5982\u4f55\u7406\u89e3\u548c\u8054\u7cfb\u8fd9\u4e9b\u4fe1\u606f\u7684\u60c5\u611f\u6216\u4f53\u9a8c\u80cc\u666f\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0cRAG \u7684\u5b9e\u73b0\u5c06\u6587\u6863\u89c6\u4e3a\u5b64\u7acb\u7684\u4fe1\u606f\u5355\u5143\uff0c\u65e0\u6cd5\u6355\u6349\u5b83\u4eec\u4e0e\u7279\u5b9a\u4f53\u9a8c\u3001\u5bf9\u8bdd\u6216\u4e92\u52a8\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u610f\u5473\u7740\uff0c\u867d\u7136 RAG \u53ef\u4ee5\u63d0\u4f9b\u4e8b\u5b9e\u4fe1\u606f\uff0c\u4f46\u5b83\u7f3a\u4e4f\u60c5\u611f\u5171\u9e23\u548c\u4e2a\u4eba\u76f8\u5173\u6027\uff0c\u800c\u6b63\u662f\u8fd9\u4e9b\u6b63\u662f\u4eba\u7c7b\u8bb0\u5fc6\u5728\u5b66\u4e60\u548c\u51b3\u7b56\u4e2d\u5982\u6b64\u6709\u6548\u7684\u539f\u56e0\u3002<\/p>\n\n\n\n<p><strong>2. \u9650\u5236\u8054\u60f3\u8bb0\u5fc6<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u5927\u8111\u901a\u8fc7\u590d\u6742\u7684\u8054\u60f3\u7f51\u7edc\u6765\u7ec4\u7ec7\u8bb0\u5fc6\u3002\u5f53\u4f60\u7684\u5927\u8111\u68c0\u7d22\u6709\u5173\u7ea2\u8272\u7684\u4fe1\u606f\u65f6\uff0c\u5b83\u53ef\u80fd\u4f1a\u81ea\u52a8\u68c0\u7d22\u76f8\u5173\u6982\u5ff5\uff0c\u5982\u6a59\u8272\u6216\u5176\u4ed6\u8bed\u4e49\u76f8\u5173\u7684\u9879\u76ee\u3002\u8fd9\u4e9b\u8054\u60f3\u673a\u5236\u662f\u6211\u4eec\u601d\u8003\u548c\u63a8\u7406\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u60f3\u60f3\u5f53\u4f60\u60f3\u5230\u201c\u6d77\u6ee9\u201d\u65f6\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002\u4f60\u7684\u5927\u8111\u53ef\u80fd\u4f1a\u6fc0\u6d3b\u4e00\u7cfb\u5217\u76f8\u5173\u6982\u5ff5\uff1a\u6c99\u6ee9\u3001\u6d77\u6d0b\u3001\u9632\u6652\u971c\u3001\u5047\u671f\u3001\u4f60\u53bb\u8fc7\u7684\u6d77\u6ee9\u7684\u5177\u4f53\u8bb0\u5fc6\u3001\u9633\u5149\u7167\u5728\u76ae\u80a4\u4e0a\u7684\u611f\u89c9\u3001\u6d77\u6d6a\u7684\u58f0\u97f3\u3002\u8fd9\u4e9b\u8054\u60f3\u4e0d\u4ec5\u4ec5\u662f\u8bed\u4e49\u4e0a\u7684\u2014\u2014\u5b83\u4eec\u6db5\u76d6\u4e86\u611f\u5b98\u65b9\u5f0f\u3001\u60c5\u611f\u3001\u4e2a\u4eba\u7ecf\u5386\u548c\u62bd\u8c61\u6982\u5ff5\u3002<\/p>\n\n\n\n<p>\u201c\u4f60\u7684\u8bed\u4e49\u8bb0\u5fc6\u5305\u542b\u591a\u4e2a\u8bb0\u5fc6\u5305\uff0c\u4f60\u53ef\u4ee5\u5c06\u5b83\u4eec\u4e00\u8d77\u68c0\u7d22\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u8bed\u4e49\u4e0a\u5f88\u63a5\u8fd1\u3002\u5982\u679c\u4f60\u7684\u5927\u8111\u68c0\u7d22\u5230\u5173\u4e8e\u7ea2\u8272\u7684\u8bb0\u5fc6\uff0c\u5b83\u5c31\u4f1a\u68c0\u7d22\u5230\u5173\u4e8e\u6a59\u8272\u548c\u5176\u4ed6\u76f8\u5173\u4e8b\u7269\u7684\u8bb0\u5fc6\u2014\u2014\u8fd9\u5c31\u662f\u6211\u4eec\u5927\u8111\u7684\u7ec4\u7ec7\u65b9\u5f0f\u3002\u201d<\/p>\n\n\n\n<p>\u8fd9\u79cd\u8054\u60f3\u7ed3\u6784\u5141\u8bb8\u521b\u9020\u6027\u7684\u8054\u7cfb\u548c\u6d1e\u5bdf\uff0c\u8fdc\u8fdc\u8d85\u51fa\u7b80\u5355\u7684\u4fe1\u606f\u68c0\u7d22\u3002\u60a8\u53ef\u80fd\u4f1a\u5728\u6d77\u6d6a\u7684\u8282\u594f\u548c\u60a8\u6b63\u5728\u521b\u4f5c\u7684\u4e50\u66f2\u4e4b\u95f4\u5efa\u7acb\u610f\u60f3\u4e0d\u5230\u7684\u8054\u7cfb\uff0c\u6216\u8005\u5728\u6d77\u6ee9\u4fb5\u8680\u6a21\u5f0f\u548c\u60a8\u6b63\u5728\u5c1d\u8bd5\u89e3\u51b3\u7684\u4e1a\u52a1\u95ee\u9898\u4e4b\u95f4\u5efa\u7acb\u610f\u60f3\u4e0d\u5230\u7684\u8054\u7cfb\u3002<\/p>\n\n\n\n<p>\u5f53\u524d\u7684 RAG \u7cfb\u7edf\u5f88\u96be\u590d\u5236\u8fd9\u79cd\u4e30\u5bcc\u7684\u8054\u60f3\u7ed3\u6784\u3002\u5373\u4f7f\u662f\u8bd5\u56fe\u6355\u6349\u6587\u6863\u6216\u6982\u5ff5\u4e4b\u95f4\u5173\u7cfb\u7684\u57fa\u4e8e\u56fe\u5f62\u7684\u65b9\u6cd5\uff0c\u901a\u5e38\u4e5f\u4f9d\u8d56\u4e8e\u9884\u5b9a\u4e49\u7684\u8fde\u63a5\u7c7b\u578b\u6216\u7b80\u5355\u7684\u5171\u73b0\u7edf\u8ba1\u3002\u5b83\u4eec\u7f3a\u4e4f\u4eba\u7c7b\u8bb0\u5fc6\u6240\u7279\u6709\u7684\u591a\u7ef4\u3001\u8de8\u6a21\u6001\u5173\u8054\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0cRAG \u7cfb\u7edf\u53ef\u80fd\u4f1a\u6839\u636e\u8bed\u4e49\u76f8\u4f3c\u6027\u5c06\u5305\u542b\u5355\u8bcd\u201c\u6d77\u6ee9\u201d\u548c\u201c\u6d77\u6d0b\u201d\u7684\u6587\u6863\u5173\u8054\u8d77\u6765\uff0c\u4f46\u9664\u975e\u660e\u786e\u7f16\u7a0b\uff0c\u5426\u5219\u5b83\u4e0d\u4f1a\u81ea\u52a8\u4e0e\u76f8\u5173\u7684\u611f\u5b98\u4f53\u9a8c\u3001\u60c5\u7eea\u72b6\u6001\u6216\u62bd\u8c61\u6982\u5ff5\u5efa\u7acb\u8054\u7cfb\u3002<\/p>\n\n\n\n<p>\u867d\u7136\u57fa\u4e8e\u56fe\u7684 RAG \u65b9\u6cd5\u8bd5\u56fe\u6a21\u62df\u6b64\u7c7b\u8054\u60f3\u7ed3\u6784\uff0c\u4f46\u5b83\u4eec\u4ecd\u65e0\u6cd5\u8fbe\u5230\u4eba\u7c7b\u8bb0\u5fc6\u4e2d\u4e30\u5bcc\u3001\u591a\u7ef4\u7684\u8054\u60f3\u3002\u5728 AI \u7cfb\u7edf\u4e2d\u5efa\u7acb\u6709\u6548\u7684\u8054\u60f3\u4ecd\u7136\u662f\u4e00\u9879\u91cd\u5927\u6311\u6218\u3002<\/p>\n\n\n\n<p><strong>3. \u4e0d\u52a0\u7406\u89e3\u5730\u68c0\u7d22<\/strong><\/p>\n\n\n\n<p>RAG \u7684\u6700\u5927\u9650\u5236\u53ef\u80fd\u5728\u4e8e\u5b83\u5728\u4e0d\u7406\u89e3\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u68c0\u7d22\u3002\u6b63\u5982\u6f14\u793a\u6587\u7a3f\u4e2d\u6240\u8ff0\uff1a\u201c\u60a8\u53ef\u4ee5\u68c0\u7d22\u4e00\u4e9b\u6587\u6863\uff0c\u53ef\u4ee5\u6784\u5efa BM25 \u6392\u540d\u6216\u5176\u4ed6\u5bf9\u4fe1\u606f\u548c\u76f8\u5173\u6027\u8fdb\u884c\u6392\u540d\u7684\u65b9\u6cd5\uff0c\u4f46\u60a8\u4ecd\u7136\u4e0d\u4e86\u89e3\u60a8\u68c0\u7d22\u7684\u5185\u5bb9\u3002\u201d<\/p>\n\n\n\n<p>\u8003\u8651\u4e00\u4e2a\u56de\u7b54\u6709\u5173\u6c14\u5019\u53d8\u5316\u95ee\u9898\u7684 RAG \u7cfb\u7edf\u3002\u5b83\u53ef\u80fd\u4f1a\u68c0\u7d22\u5e76\u7ec4\u5408\u6765\u81ea\u591a\u7bc7\u79d1\u5b66\u8bba\u6587\u3001\u653f\u7b56\u6587\u4ef6\u548c\u65b0\u95fb\u6587\u7ae0\u7684\u4fe1\u606f\u3002\u8be5\u7cfb\u7edf\u53ef\u4ee5\u627e\u5230\u5305\u542b\u76f8\u5173\u5173\u952e\u5b57\u7684\u6587\u6863\uff0c\u751a\u81f3\u53ef\u4ee5\u4f7f\u7528 BM25 \u6216\u795e\u7ecf\u5d4c\u5165\u7b49\u590d\u6742\u7b97\u6cd5\u6309\u76f8\u5173\u6027\u5bf9\u5b83\u4eec\u8fdb\u884c\u6392\u5e8f\u3002\u4f46\u662f\uff0c\u5b83\u5e76\u6ca1\u6709\u771f\u6b63\u7406\u89e3\u8fd9\u4e9b\u6587\u6863\u4e2d\u8ba8\u8bba\u7684\u79d1\u5b66\u6982\u5ff5\u3001\u56e0\u679c\u5173\u7cfb\u6216\u653f\u7b56\u542b\u4e49\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u7f3a\u4e4f\u7406\u89e3\u7684\u60c5\u51b5\u5728\u5904\u7406\u7ec6\u5fae\u7684\u8bdd\u9898\u65f6\u5c24\u5176\u660e\u663e\u3002\u4f8b\u5982\uff0c\u5982\u679c\u88ab\u95ee\u53ca\u6c14\u5019\u53d8\u5316\u4e0e\u6781\u7aef\u5929\u6c14\u4e8b\u4ef6\u4e4b\u95f4\u7684\u5173\u7cfb\uff0cRAG \u7cfb\u7edf\u53ef\u80fd\u4f1a\u68c0\u7d22\u5230\u9648\u8ff0\u7edf\u8ba1\u76f8\u5173\u6027\u7684\u6bb5\u843d\uff0c\u800c\u4e0d\u4f1a\u638c\u63e1\u6f5c\u5728\u7684\u56e0\u679c\u673a\u5236\u6216\u56f4\u7ed5\u5f52\u56e0\u7684\u79d1\u5b66\u4e89\u8bba\u3002\u5b83\u53ef\u80fd\u4f1a\u5c06\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u77db\u76fe\u4fe1\u606f\u5e76\u5217\u5728\u4e00\u8d77\uff0c\u800c\u4e0d\u4f1a\u8ba4\u8bc6\u5230\u77db\u76fe\u3002<\/p>\n\n\n\n<p>\u8ba9\u6211\u4eec\u6765\u770b\u4e00\u4e2a\u66f4\u5177\u4f53\u7684\u4f8b\u5b50\uff1a\u5982\u679c\u5411 RAG \u7cfb\u7edf\u8be2\u95ee\u201c\u78b3\u5b9a\u4ef7\u5982\u4f55\u5f71\u54cd\u4ea7\u4e1a\u7ade\u4e89\u529b\uff1f\u201d\uff0c\u5b83\u53ef\u80fd\u4f1a\u68c0\u7d22\u5230\u63d0\u53ca\u78b3\u5b9a\u4ef7\u548c\u4ea7\u4e1a\u7ade\u4e89\u529b\u7684\u6587\u6863\u3002\u7136\u800c\uff0c\u5982\u679c\u6ca1\u6709\u771f\u6b63\u7684\u7406\u89e3\uff0c\u5b83\u5c31\u65e0\u6cd5\u72ec\u7acb\u8bc4\u4f30\u4e0d\u540c\u7814\u7a76\u7684\u65b9\u6cd5\u8d28\u91cf\uff0c\u65e0\u6cd5\u8bc6\u522b\u884c\u4e1a\u8d44\u52a9\u7684\u7814\u7a76\u4f55\u65f6\u53ef\u80fd\u5b58\u5728\u504f\u89c1\uff0c\u4e5f\u65e0\u6cd5\u638c\u63e1\u5176\u4e2d\u5fae\u5999\u7684\u7ecf\u6d4e\u673a\u5236\u3002\u5b83\u53ea\u662f\u5728\u5339\u914d\u6a21\u5f0f\uff0c\u5374\u6ca1\u6709\u7406\u89e3\u3002<\/p>\n\n\n\n<p>RAG \u7cfb\u7edf\u53ef\u4ee5\u6839\u636e\u5404\u79cd\u6307\u6807\u67e5\u627e\u548c\u6392\u5e8f\u4fe1\u606f\uff0c\u4f46\u5b83\u4eec\u4e0d\u4e00\u5b9a\u80fd\u50cf\u4eba\u7c7b\u4e00\u6837\u7406\u89e3\u5b83\u4eec\u6240\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u3002\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4ecd\u7136\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\uff0c\u5982\u679c\u6ca1\u6709\u5b83\uff0cRAG \u5c31\u53ea\u662f\u5728\u5bf9\u7b26\u53f7\u8fdb\u884c\u6df7\u6392\uff0c\u800c\u4e0d\u80fd\u638c\u63e1\u5b83\u4eec\u7684\u542b\u4e49\u3002<\/p>\n\n\n\n<p><strong>4. \u65e0\u9057\u5fd8\u673a\u5236<\/strong><\/p>\n\n\n\n<p>\u4e0e\u76f4\u89c9\u76f8\u53cd\uff0c\u4eba\u7c7b\u8bb0\u5fc6\u6700\u91cd\u8981\u7684\u65b9\u9762\u4e4b\u4e00\u662f\u6211\u4eec\u7684\u9057\u5fd8\u80fd\u529b\u3002\u201c\u6211\u4eec\u7684\u5927\u8111\u4e0d\u662f\u4e3a\u4e86\u8bb0\u4f4f\u4e8b\u60c5\uff0c\u800c\u662f\u4e3a\u4e86\u9057\u5fd8\u4e8b\u60c5\u3002\u6211\u4eec\u662f\u9057\u5fd8\u673a\u5668\u3002\u201d<\/p>\n\n\n\n<p>\u8fd9\u79cd\u9057\u5fd8\u673a\u5236\u5bf9\u4e8e\u5fc3\u7406\u5065\u5eb7\u548c\u8ba4\u77e5\u529f\u80fd\u81f3\u5173\u91cd\u8981\u3002\u5f53\u5b83\u5d29\u6e83\u65f6\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u9047\u5230\u521b\u4f24\u540e\u5e94\u6fc0\u969c\u788d\u548c\u5176\u4ed6\u5fc3\u7406\u5065\u5eb7\u95ee\u9898\u3002\u5f53\u524d\u7684 RAG \u7cfb\u7edf\u901a\u5e38\u4e0d\u91c7\u7528\u539f\u5219\u6027\u9057\u5fd8\u673a\u5236\uff0c\u5373\u4f18\u5148\u8003\u8651\u91cd\u8981\u4fe1\u606f\uff0c\u540c\u65f6\u4e22\u5f03\u65e0\u5173\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u60f3\u60f3\u5f53\u4f60\u642c\u5230\u4e00\u4e2a\u65b0\u57ce\u5e02\u65f6\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u4f60\u4f1a\u9010\u6e10\u5fd8\u8bb0\u65e7\u793e\u533a\u7684\u8be6\u7ec6\u5e03\u5c40\u2014\u2014\u6bcf\u5bb6\u5546\u5e97\u7684\u4f4d\u7f6e\u3001\u5c0f\u8857\u9053\u7684\u540d\u79f0\u2014\u2014\u4f46\u4f1a\u4fdd\u7559\u91cd\u8981\u7684\u4fe1\u606f\u548c\u60c5\u611f\u8bb0\u5fc6\u3002\u8fd9\u79cd\u9009\u62e9\u6027\u9057\u5fd8\u81f3\u5173\u91cd\u8981\uff1b\u5982\u679c\u6ca1\u6709\u5b83\uff0c\u4f60\u5728\u65b0\u73af\u5883\u4e2d\u5bfc\u822a\u65f6\u5c31\u4f1a\u88ab\u8fc7\u53bb\u4e0d\u76f8\u5173\u7684\u4fe1\u606f\u6240\u56f0\u6270\u3002<\/p>\n\n\n\n<p>\u540c\u6837\uff0c\u5f53\u4f60\u6362\u5de5\u4f5c\u65f6\uff0c\u4f60\u4f1a\u9010\u6e10\u5fd8\u8bb0\u65e7\u5de5\u4f5c\u573a\u6240\u65e5\u5e38\u6d41\u7a0b\u7684\u5177\u4f53\u7ec6\u8282\uff0c\u4f46\u4f1a\u4fdd\u7559\u4f60\u5728\u90a3\u91cc\u83b7\u5f97\u7684\u5b9d\u8d35\u6280\u80fd\u548c\u77e5\u8bc6\u3002\u8fd9\u79cd\u9057\u5fd8\u662f\u9002\u5e94\u6027\u7684\uff0c\u8ba9\u4f60\u80fd\u591f\u4e13\u6ce8\u4e8e\u65b0\u89d2\u8272\uff0c\u800c\u4e0d\u4f1a\u88ab\u8fc7\u65f6\u7684\u7a0b\u5e8f\u6240\u56f0\u6270\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5f53\u524d\u7684 RAG \u7cfb\u7edf\u901a\u5e38\u4f1a\u65e0\u9650\u671f\u5730\u4fdd\u7559\u6240\u6709\u4fe1\u606f\u3002\u5b83\u4eec\u53ef\u80fd\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4e3a\u67d0\u4e9b\u6587\u6863\u5206\u914d\u8f83\u4f4e\u7684\u76f8\u5173\u6027\u5206\u6570\uff0c\u4f46\u5b83\u4eec\u6ca1\u6709\u771f\u6b63\u201c\u5fd8\u8bb0\u201d\u8fc7\u65f6\u6216\u4e0d\u76f8\u5173\u7684\u4fe1\u606f\u7684\u673a\u5236\u3002\u8fd9\u53ef\u80fd\u5bfc\u81f4\u51e0\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u4fe1\u606f\u8fc7\u8f7d<\/strong>\uff1a\u968f\u7740\u77e5\u8bc6\u5e93\u7684\u589e\u957f\uff0c\u68c0\u7d22\u53d8\u5f97\u8d8a\u6765\u8d8a\u5177\u6709\u6311\u6218\u6027\u4e14\u8ba1\u7b97\u6210\u672c\u8d8a\u6765\u8d8a\u9ad8\u3002<\/li>\n\n\n\n<li><strong>\u8fc7\u65f6\u7684\u4fe1\u606f<\/strong>\uff1a\u5982\u679c\u6ca1\u6709\u4e3b\u52a8\u9057\u5fd8\uff0c\u8fc7\u65f6\u7684\u4fe1\u606f\u4f1a\u4e00\u76f4\u5b58\u5728\u4e8e\u7cfb\u7edf\u4e2d\u3002\u4f8b\u5982\uff0cRAG \u7cfb\u7edf\u53ef\u80fd\u4f1a\u68c0\u7d22\u65e7\u7684\u4ea7\u54c1\u89c4\u683c\u6216\u5df2\u5f03\u7528\u7684 API \u6587\u6863\u4e0e\u5f53\u524d\u4fe1\u606f\u6df7\u5408\u5728\u4e00\u8d77\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u6df7\u6dc6<\/strong>\uff1a\u5bf9\u4e8e\u5bf9\u8bdd\u7cfb\u7edf\u6765\u8bf4\uff0c\u65e0\u6cd5\u5fd8\u8bb0\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6df7\u4e71\uff0c\u56e0\u4e3a\u7cfb\u7edf\u8bd5\u56fe\u4fdd\u6301\u4e0e\u66fe\u7ecf\u88ab\u544a\u77e5\u7684\u4e00\u5207\u7684\u4e00\u81f4\u6027\uff0c\u5373\u4f7f\u4e0a\u4e0b\u6587\u53d1\u751f\u53d8\u5316\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u201c\u60f3\u8c61\u4e00\u4e0b\uff0c\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u6c38\u8fdc\u4e0d\u4f1a\u5fd8\u8bb0\u4efb\u4f55\u4e8b\u60c5\u7684\u670b\u53cb\u2014\u2014\u4e0e\u4ed6\u4eec\u5efa\u7acb\u5173\u7cfb\u5c06\u975e\u5e38\u590d\u6742\u3002\u201d\u540c\u6837\uff0c\u6ca1\u6709\u9057\u5fd8\u673a\u5236\u7684\u5bf9\u8bdd\u4ee3\u7406\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4f1a\u53d8\u5f97\u96be\u4ee5\u64cd\u4f5c\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f1a\u4fdd\u7559\u6bcf\u4e00\u6761\u4fe1\u606f\uff0c\u800c\u4e0d\u7ba1\u5176\u5f53\u524d\u76f8\u5173\u6027\u5982\u4f55\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u60f3\u8c61\u4e00\u4e0b\u4e00\u4e2a\u5ba2\u6237\u670d\u52a1\u4eba\u5de5\u667a\u80fd\uff0c\u5b83\u80fd\u8bb0\u4f4f\u5ba2\u6237\u591a\u5e74\u6765\u4e0e\u516c\u53f8\u7684\u6bcf\u4e00\u6b21\u4e92\u52a8\u3002\u5982\u679c\u6ca1\u6709\u9002\u5f53\u7684\u9057\u5fd8\u673a\u5236\uff0c\u5b83\u53ef\u80fd\u4f1a\u4e0d\u65ad\u63d0\u8d77\u5f88\u4e45\u4ee5\u524d\u5df2\u89e3\u51b3\u7684\u95ee\u9898\u6216\u5e94\u7528\u8fc7\u65f6\u7684\u653f\u7b56\u3002\u8fd9\u4f1a\u7ed9\u5ba2\u6237\u5e26\u6765\u4ee4\u4eba\u6cae\u4e27\u7684\u4f53\u9a8c\uff0c\u5e76\u964d\u4f4e\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u6548\u7387\u3002<\/p>\n\n\n\n<p><strong>\u56db \u4e3a\u4ec0\u4e48 RAG \u4e0d\u8db3\u4ee5\u652f\u6301\u9ad8\u7ea7 AI \u7cfb\u7edf<\/strong><\/p>\n\n\n\n<p>\u9664\u4e86\u4f5c\u4e3a\u8bb0\u5fc6\u7cfb\u7edf\u7684\u6982\u5ff5\u9650\u5236\u4e4b\u5916\uff0cRAG \u8fd8\u9762\u4e34\u7740\u4e00\u4e9b\u5b9e\u9645\u6311\u6218\uff0c\u8fd9\u4e9b\u6311\u6218\u9650\u5236\u4e86\u5176\u6784\u5efa\u771f\u6b63\u5148\u8fdb\u7684 AI \u7684\u6709\u6548\u6027\uff1a<\/p>\n\n\n\n<p><strong>1. \u4e0a\u4e0b\u6587\u7a97\u53e3\u7ea6\u675f<\/strong><\/p>\n\n\n\n<p>\u5373\u4f7f\u6709\u68c0\u7d22\uff0cLLM \u4e5f\u53d7\u5230\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u9650\u5236\u3002\u9700\u8981\u7efc\u5408\u6765\u81ea\u591a\u4e2a\u6765\u6e90\u7684\u4fe1\u606f\u7684\u590d\u6742\u63a8\u7406\u53ef\u80fd\u4f1a\u8d85\u51fa\u8fd9\u4e9b\u9650\u5236\u3002<\/p>\n\n\n\n<p>\u5047\u8bbe\u6709\u4e00\u540d\u6cd5\u5f8b\u52a9\u7406 AI \u6b63\u5728\u534f\u52a9\u51c6\u5907\u4e00\u4e2a\u6d89\u53ca\u6570\u767e\u4e2a\u5148\u524d\u6848\u4ef6\u3001\u6cd5\u89c4\u548c\u6cd5\u5f8b\u610f\u89c1\u7684\u6848\u4ef6\u3002\u5373\u4f7f RAG \u7cfb\u7edf\u53ef\u4ee5\u8bc6\u522b\u76f8\u5173\u6587\u4ef6\uff0c\u8bed\u8a00\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e5f\u53ef\u80fd\u4e00\u6b21\u53ea\u80fd\u5bb9\u7eb3\u5176\u4e2d\u7684\u4e00\u5c0f\u90e8\u5206\u4fe1\u606f\u3002\u8fd9\u8feb\u4f7f\u4eba\u4e3a\u5730\u5bf9\u4fe1\u606f\u8fdb\u884c\u5206\u5757\uff0c\u4ece\u800c\u7834\u574f\u91cd\u8981\u7684\u8054\u7cfb\uff0c\u5e76\u9650\u5236\u7cfb\u7edf\u5bf9\u76f8\u5173\u6750\u6599\u7684\u5168\u90e8\u8303\u56f4\u8fdb\u884c\u63a8\u7406\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u540c\u6837\uff0c\u60f3\u8c61\u4e00\u4e0b\u4e00\u4e2a\u533b\u7597\u8bca\u65ad\u7cfb\u7edf\u9700\u8981\u8003\u8651\u60a3\u8005\u7684\u5168\u90e8\u75c5\u53f2\u3001\u76f8\u5173\u533b\u5b66\u6587\u732e\u3001\u7c7b\u4f3c\u75c5\u4f8b\u7814\u7a76\u548c\u5f53\u524d\u75c7\u72b6\u3002\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\u9020\u6210\u7684\u788e\u7247\u5316\u53ef\u80fd\u4f1a\u963b\u6b62\u7cfb\u7edf\u5728\u9065\u8fdc\u4f46\u76f8\u5173\u7684\u4fe1\u606f\u4e4b\u95f4\u5efa\u7acb\u8054\u7cfb\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u6211\u4eec\u4ece\u7b80\u5355\u7684\u4e8b\u5b9e\u68c0\u7d22\u8f6c\u5411\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\uff0c\u8fd9\u4e9b\u9650\u5236\u53d8\u5f97\u8d8a\u6765\u8d8a\u6210\u95ee\u9898\u3002\u867d\u7136\u4e0a\u4e0b\u6587\u7a97\u53e3\u5df2\u5927\u5e45\u589e\u52a0\u2014\u2014\u4ece\u65e9\u671f GPT \u6a21\u578b\u4e2d\u7684 2,048 \u4e2a\u6807\u8bb0\u589e\u52a0\u5230\u6700\u8fd1\u7cfb\u7edf\u4e2d\u7684 32,000 \u4e2a\u6216\u66f4\u591a\u2014\u2014\u4f46\u5b83\u4eec\u4ecd\u7136\u65bd\u52a0\u4e86\u4eba\u7c7b\u8bb0\u5fc6\u4e0d\u4f1a\u9047\u5230\u7684\u4eba\u4e3a\u9650\u5236\u3002\u4eba\u7c7b\u53ef\u4ee5\u5728\u9700\u8981\u65f6\u65e0\u7f1d\u6574\u5408\u76f8\u9694\u6570\u5341\u5e74\u7684\u7ecf\u9a8c\u4fe1\u606f\uff0c\u800c\u4e0d\u4f1a\u5bf9\u6211\u4eec\u4e00\u6b21\u53ef\u4ee5\u8003\u8651\u7684\u4e0a\u4e0b\u6587\u6570\u91cf\u8fdb\u884c\u4efb\u610f\u9650\u5236\u3002<\/p>\n\n\n\n<p>\u4e00\u4e9b\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u6ed1\u52a8\u7a97\u53e3\u65b9\u6cd5\u6216\u9012\u5f52\u6458\u8981\u6280\u672f\u6765\u89e3\u51b3\u8fd9\u4e9b\u9650\u5236\uff0c\u4f46\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6cd5\u4e5f\u5e26\u6765\u4e86\u81ea\u8eab\u7684\u95ee\u9898\uff0c\u5305\u62ec\u6f5c\u5728\u7684\u7ec6\u8282\u4e22\u5931\u548c\u8ba1\u7b97\u5f00\u9500\u589e\u52a0\u3002<\/p>\n\n\n\n<p><strong>2. \u68c0\u7d22\u8d28\u91cf\u74f6\u9888<\/strong><\/p>\n\n\n\n<p>RAG \u7684\u597d\u574f\u53d6\u51b3\u4e8e\u5176\u68c0\u7d22\u7ec4\u4ef6\u3002\u68c0\u7d22\u6548\u679c\u5dee\uff08\u65e0\u8bba\u662f\u7531\u4e8e\u7d22\u5f15\u4e0d\u8db3\u3001\u67e5\u8be2\u4e0d\u7cbe\u786e\u8fd8\u662f\u77e5\u8bc6\u5e93\u5185\u5bb9\u4e0d\u8db3\uff09\u90fd\u4f1a\u5bfc\u81f4\u751f\u6210\u6548\u679c\u5dee\u3002<\/p>\n\n\n\n<p>\u5728\u5904\u7406\u7ec6\u5fae\u67e5\u8be2\u65f6\uff0c\u8fd9\u4e00\u70b9\u5c24\u4e3a\u660e\u663e\u3002\u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u95ee\uff1a\u201c\u5728\u5211\u4e8b\u91cf\u5211\u4e2d\u4f7f\u7528\u9884\u6d4b\u7b97\u6cd5\u4f1a\u5e26\u6765\u54ea\u4e9b\u4f26\u7406\u5f71\u54cd\uff1f\u201d\uff0c\u90a3\u4e48\u56de\u7b54\u7684\u8d28\u91cf\u5b8c\u5168\u53d6\u51b3\u4e8e\u7cfb\u7edf\u662f\u5426\u80fd\u591f\u68c0\u7d22\u5230\u4e13\u95e8\u6d89\u53ca\u4f26\u7406\u5c42\u9762\u7684\u6587\u6863\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u9884\u6d4b\u7b97\u6cd5\u7684\u6280\u672f\u65b9\u9762\u6216\u6709\u5173\u5211\u4e8b\u91cf\u5211\u7684\u4e00\u822c\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u5904\u7406\u4ee5\u4e0b\u60c5\u51b5\u65f6\uff0c\u68c0\u7d22\u96be\u5ea6\u4f1a\u66f4\u5927\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9690\u6027\u4fe1\u606f\u9700\u6c42<\/strong>\uff1a\u7528\u6237\u7684\u67e5\u8be2\u6ca1\u6709\u660e\u786e\u63d0\u53ca\u5176\u4fe1\u606f\u9700\u6c42\u7684\u6240\u6709\u76f8\u5173\u65b9\u9762\u3002\u4f8b\u5982\uff0c\u201c\u8fd9\u9879\u6295\u8d44\u662f\u4e2a\u597d\u4e3b\u610f\u5417\uff1f\u201d\u610f\u5473\u7740\u9700\u8981\u6709\u5173\u98ce\u9669\u3001\u56de\u62a5\u3001\u5e02\u573a\u72b6\u51b5\u548c\u7528\u6237\u8d22\u52a1\u76ee\u6807\u7684\u4fe1\u606f\uff0c\u4f46\u8fd9\u4e9b\u4fe1\u606f\u90fd\u6ca1\u6709\u660e\u786e\u63d0\u53ca\u3002<\/li>\n\n\n\n<li><strong>\u4e0d\u65ad\u53d1\u5c55\u7684\u4e3b\u9898<\/strong>\uff1a\u9488\u5bf9\u672f\u8bed\u5c1a\u672a\u6807\u51c6\u5316\u6216\u76f8\u5173\u4fe1\u606f\u5206\u6563\u5728\u4f7f\u7528\u4e0d\u540c\u672f\u8bed\u7684\u6587\u6863\u4e2d\u7684\u65b0\u5174\u4e3b\u9898\u3002<\/li>\n\n\n\n<li><strong>\u6982\u5ff5\u67e5\u8be2<\/strong>\uff1a\u9700\u8981\u6982\u5ff5\u7406\u89e3\u800c\u4e0d\u662f\u4e8b\u5b9e\u68c0\u7d22\u7684\u95ee\u9898\uff0c\u4f8b\u5982\u201c\u786e\u8ba4\u504f\u5dee\u5982\u4f55\u5f71\u54cd\u79d1\u5b66\u7814\u7a76\uff1f\u201d<\/li>\n<\/ul>\n\n\n\n<p>\u5f53\u524d\u7684 RAG \u7cfb\u7edf\u7ecf\u5e38\u96be\u4ee5\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\u3002\u5411\u91cf\u76f8\u4f3c\u6027\u641c\u7d22\u867d\u7136\u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u53ef\u80fd\u4f1a\u9057\u6f0f\u4f7f\u7528\u4e0d\u540c\u672f\u8bed\u6216\u4ece\u4e0d\u540c\u89d2\u5ea6\u5904\u7406\u4e3b\u9898\u7684\u76f8\u5173\u4fe1\u606f\u3002\u5c06\u8bed\u4e49\u641c\u7d22\u4e0e\u5173\u952e\u5b57\u5339\u914d\u76f8\u7ed3\u5408\u7684\u6df7\u5408\u68c0\u7d22\u7cfb\u7edf\u6709\u52a9\u4e8e\u89e3\u51b3\u5176\u4e2d\u4e00\u4e9b\u95ee\u9898\uff0c\u4f46\u4ecd\u8fbe\u4e0d\u5230\u50cf\u4eba\u7c7b\u4e00\u6837\u7406\u89e3\u4fe1\u606f\u9700\u6c42\u7684\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p><strong>3.\u9759\u6001\u77e5\u8bc6\u8868\u793a<\/strong><\/p>\n\n\n\n<p>\u5927\u591a\u6570 RAG \u5b9e\u73b0\u4f7f\u7528\u56fa\u5b9a\u5411\u91cf\u8868\u793a\uff0c\u8fd9\u4e9b\u8868\u793a\u4e0d\u4f1a\u6839\u636e\u65b0\u7684\u7406\u89e3\u6216\u4fe1\u606f\u4e4b\u95f4\u7684\u8054\u7cfb\u800c\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u8003\u8651\u4e00\u4e0b\u4eba\u7c7b\u5bf9\u6982\u5ff5\u7684\u7406\u89e3\u662f\u5982\u4f55\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u6f14\u53d8\u7684\u3002\u5f53\u4f60\u7b2c\u4e00\u6b21\u5b66\u4e60\u50cf\u91cf\u5b50\u7269\u7406\u8fd9\u6837\u7684\u590d\u6742\u4e3b\u9898\u65f6\uff0c\u4f60\u53ef\u80fd\u4f1a\u5f62\u6210\u4e00\u4e2a\u57fa\u672c\u7684\u5fc3\u7406\u6a21\u578b\u3002\u968f\u7740\u4f60\u5b66\u5230\u66f4\u591a\uff0c\u8fd9\u4e2a\u6a21\u578b\u4f1a\u53d8\u5f97\u66f4\u52a0\u7ec6\u81f4\u5165\u5fae\uff0c\u5e76\u4e0e\u5176\u4ed6\u77e5\u8bc6\u76f8\u4e92\u5173\u8054\u3002\u5f53\u4f60\u5728\u4e0d\u540c\u7684\u80cc\u666f\u548c\u5e94\u7528\u4e2d\u9047\u5230\u201c\u53e0\u52a0\u201d\u6216\u201c\u7ea0\u7f20\u201d\u7b49\u672f\u8bed\u65f6\uff0c\u4f60\u5bf9\u5b83\u4eec\u7684\u7406\u89e3\u4f1a\u4e0d\u65ad\u6f14\u53d8\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5927\u591a\u6570 RAG \u7cfb\u7edf\u5c06\u6587\u6863\u8868\u793a\u4e3a\u9759\u6001\u5411\u91cf\uff0c\u4e00\u65e6\u521b\u5efa\u5c31\u4e0d\u4f1a\u6539\u53d8\u3002\u5982\u679c\u51fa\u73b0\u65b0\u7684\u4fe1\u606f\uff0c\u6539\u53d8\u4e86\u73b0\u6709\u6587\u6863\u7684\u542b\u4e49\u6216\u91cd\u8981\u6027\uff0c\u7cfb\u7edf\u4e0d\u4f1a\u81ea\u52a8\u66f4\u65b0\u5176\u8868\u793a\u4ee5\u53cd\u6620\u8fd9\u4e9b\u53d8\u5316\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5305\u542b\u533b\u7597\u4fe1\u606f\u7684 RAG \u7cfb\u7edf\u53ef\u80fd\u5305\u542b\u6709\u5173\u7279\u5b9a\u6cbb\u7597\u65b9\u6cd5\u7684\u6587\u6863\u3002\u5982\u679c\u51fa\u73b0\u65b0\u7684\u7814\u7a76\u8868\u660e\u8fd9\u79cd\u65b9\u6cd5\u65e0\u6548\u6216\u6709\u5bb3\uff0c\u7cfb\u7edf\u4e0d\u4f1a\u81ea\u52a8\u66f4\u65b0\u73b0\u6709\u6587\u6863\u7684\u77e2\u91cf\u8868\u793a\u4ee5\u53cd\u6620\u5176\u4f5c\u4e3a\u8fc7\u65f6\u6216\u6709\u4e89\u8bae\u4fe1\u606f\u7684\u65b0\u72b6\u6001\u3002<\/p>\n\n\n\n<p>\u4e00\u4e9b\u5148\u8fdb\u7684 RAG \u7cfb\u7edf\u5c1d\u8bd5\u901a\u8fc7\u5b9a\u671f\u91cd\u65b0\u7d22\u5f15\u5185\u5bb9\u6216\u4f7f\u7528\u589e\u91cf\u66f4\u65b0\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u7f3a\u4e4f\u4eba\u7c7b\u6982\u5ff5\u7406\u89e3\u7684\u52a8\u6001\u3001\u81ea\u9002\u5e94\u7279\u6027\u3002<\/p>\n\n\n\n<p><strong>4. \u7f3a\u4e4f\u81ea\u6211\u53cd\u7701<\/strong><\/p>\n\n\n\n<p>\u6b63\u5982\u6f14\u8bb2\u4e2d\u63d0\u5230\u7684\uff1a\u201cRAG\u4e0d\u5177\u5907\u81ea\u6211\u53cd\u601d\u548c\u81ea\u6211\u5b8c\u5584\u7684\u529f\u80fd\u3002\u201d\u5982\u679c\u6ca1\u6709\u8bc4\u4f30\u68c0\u7d22\u4fe1\u606f\u8d28\u91cf\u548c\u76f8\u5173\u6027\u7684\u80fd\u529b\uff0cRAG\u7cfb\u7edf\u5c31\u65e0\u6cd5\u8fed\u4ee3\u5730\u63d0\u9ad8\u81ea\u8eab\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u4eba\u7c7b\u7684\u8bb0\u5fc6\u548c\u8ba4\u77e5\u6d89\u53ca\u4e0d\u65ad\u7684\u81ea\u6211\u76d1\u63a7\u548c\u8bc4\u4f30\u3002\u5f53\u8bd5\u56fe\u56de\u5fc6\u4fe1\u606f\u65f6\uff0c\u6211\u4eec\u4f1a\u611f\u89c9\u5230\u81ea\u5df1\u7684\u8bb0\u5fc6\u662f\u5426\u51c6\u786e\u6216\u5b8c\u6574\u3002\u6211\u4eec\u53ef\u4ee5\u8ba4\u8bc6\u5230\u77e5\u8bc6\u4e0a\u7684\u5dee\u8ddd\uff0c\u6216\u8005\u786e\u5b9a\u4f55\u65f6\u9700\u8981\u5bfb\u6c42\u66f4\u591a\u4fe1\u606f\u3002\u8fd9\u79cd\u5143\u8ba4\u77e5\u610f\u8bc6\u5bf9\u4e8e\u6709\u6548\u5b66\u4e60\u548c\u89e3\u51b3\u95ee\u9898\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5f53\u533b\u751f\u8bca\u65ad\u6709\u5f02\u5e38\u75c7\u72b6\u7684\u60a3\u8005\u65f6\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u610f\u8bc6\u5230\u8fd9\u79cd\u6a21\u5f0f\u4e0e\u4ed6\u4eec\u719f\u6089\u7684\u4efb\u4f55\u75be\u75c5\u90fd\u4e0d\u5b8c\u5168\u76f8\u7b26\u3002\u8fd9\u79cd\u610f\u8bc6\u4fc3\u4f7f\u4ed6\u4eec\u67e5\u9605\u5176\u4ed6\u8d44\u6e90\u3001\u5f81\u6c42\u4e13\u5bb6\u7684\u610f\u89c1\uff0c\u6216\u8003\u8651\u4ed6\u4eec\u901a\u5e38\u4e0d\u4f1a\u5728\u9274\u522b\u8bca\u65ad\u4e2d\u5305\u62ec\u7684\u7f55\u89c1\u75be\u75c5\u3002<\/p>\n\n\n\n<p>\u5f53\u524d\u7684 RAG \u7cfb\u7edf\u7f3a\u4e4f\u8fd9\u79cd\u81ea\u6211\u610f\u8bc6\u3002\u5f53\u5b83\u4eec\u68c0\u7d22\u4e0e\u67e5\u8be2\u4ec5\u95f4\u63a5\u76f8\u5173\u7684\u4fe1\u606f\u65f6\uff0c\u5b83\u4eec\u901a\u5e38\u6ca1\u6709\u673a\u5236\u6765\u8bc6\u522b\u8fd9\u79cd\u4e0d\u5339\u914d\u6216\u76f8\u5e94\u5730\u8c03\u6574\u5176\u68c0\u7d22\u7b56\u7565\u3002\u5b83\u4eec\u65e0\u6cd5\u8bc6\u522b\u77e5\u8bc6\u5e93\u4e2d\u7684\u5dee\u8ddd\uff0c\u4e5f\u65e0\u6cd5\u8bc6\u522b\u4f55\u65f6\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4e0d\u8db3\u4ee5\u56de\u7b54\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u4e00\u4e9b\u5148\u8fdb\u7684 RAG \u5b9e\u73b0\u7ed3\u5408\u4e86\u76f8\u5173\u6027\u53cd\u9988\u6216\u4e0d\u786e\u5b9a\u6027\u4f30\u8ba1\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u4e0e\u4eba\u7c7b\u7684\u5143\u8ba4\u77e5\u80fd\u529b\u4ecd\u76f8\u53bb\u751a\u8fdc\u3002\u5982\u679c\u6ca1\u6709\u8fd9\u79cd\u81ea\u6211\u53cd\u601d\uff0cRAG \u7cfb\u7edf\u5c31\u65e0\u6cd5\u6709\u6548\u5730\u4ece\u9519\u8bef\u4e2d\u5438\u53d6\u6559\u8bad\u6216\u6839\u636e\u8fc7\u53bb\u7684\u8868\u73b0\u8c03\u6574\u7b56\u7565\u3002<\/p>\n\n\n\n<p><strong>\u4e94 \u662f\u4ec0\u4e48\u8ba9\u8bb0\u5fc6\u771f\u6b63\u6210\u4e3a\u8bb0\u5fc6<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8d85\u8d8a RAG \u5b9e\u73b0\u66f4\u50cf\u4eba\u7c7b\u7684 AI \u8bb0\u5fc6\uff0c\u6211\u4eec\u9700\u8981\u5305\u542b\u4ee5\u4e0b\u529f\u80fd\u7684\u7cfb\u7edf\uff1a<\/p>\n\n\n\n<p><strong>1.\u591a\u6a21\u6001\u8bb0\u5fc6\u7ed3\u6784<\/strong><\/p>\n\n\n\n<p>\u4eba\u7c7b\u8bb0\u5fc6\u5728\u4e0d\u540c\u6a21\u5f0f\u3001\u8bed\u8a00\u548c\u4fe1\u606f\u7c7b\u578b\u4e2d\u8fd0\u4f5c\u3002\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u8bb0\u5fc6\u7cfb\u7edf\u9700\u8981\u201c\u5177\u6709\u5bf9\u4e8b\u7269\u7406\u89e3\u7684\u4e30\u5bcc\u7ed3\u6784\u8868\u5f81\u201d\uff0c\u53ef\u80fd\u5305\u62ec\u591a\u8bed\u8a00\u7ed3\u6784\uff0c\u5176\u4e2d\u4e0d\u540c\u7684\u8bed\u8a00\u53ef\u4ee5\u8868\u793a\u76f8\u540c\u7684\u6982\u5ff5\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u8bb0\u5fc6\u5e76\u4e0d\u5c40\u9650\u4e8e\u5355\u4e00\u7684\u683c\u5f0f\u6216\u5f62\u5f0f\u3002\u6211\u4eec\u901a\u8fc7\u76f8\u4e92\u5173\u8054\u4f46\u53c8\u5404\u5177\u7279\u8272\u7684\u8bb0\u5fc6\u7cfb\u7edf\u6765\u8bb0\u4f4f\u9762\u5b54\u3001\u58f0\u97f3\u3001\u6c14\u5473\u3001\u60c5\u7eea\u3001\u4e8b\u5b9e\u3001\u8fc7\u7a0b\u548c\u53d9\u8ff0\u3002\u6bcf\u4e00\u79cd\u5f62\u5f0f\u90fd\u6709\u52a9\u4e8e\u4e30\u5bcc\u3001\u591a\u7ef4\u5ea6\u5730\u5448\u73b0\u6211\u4eec\u7684\u7ecf\u9a8c\u548c\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p>\u56de\u60f3\u4e00\u4e0b\u4f60\u5bf9\u7ae5\u5e74\u751f\u65e5\u805a\u4f1a\u7684\u8bb0\u5fc6\u3002\u4f60\u53ef\u80fd\u8fd8\u8bb0\u5f97\uff1a<\/p>\n\n\n\n<ul 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start=\"1\" class=\"wp-block-list\">\n<li><strong>\u8bb0\u5fc6\u662f\u521b\u9020\u6027\u7684<\/strong>\uff1a\u6211\u4eec\u4e0d\u53ea\u662f\u68c0\u7d22\uff1b\u6211\u4eec\u6bcf\u6b21\u56de\u5fc6\u65f6\u90fd\u4f1a\u91cd\u65b0\u521b\u9020\u8bb0\u5fc6\u3002\u8fd9\u4f7f\u6211\u4eec\u80fd\u591f\u6839\u636e\u5f53\u524d\u7684\u9700\u6c42\u548c\u73af\u5883\u8c03\u6574\u8bb0\u5fc6\u3002<\/li>\n\n\n\n<li><strong>\u8bb0\u5fc6\u662f\u53ef\u5851\u7684<\/strong>\uff1a\u6211\u4eec\u7684\u8bb0\u5fc6\u53ef\u4ee5\u968f\u7740\u65f6\u95f4\u800c\u6539\u53d8\uff0c\u56e0\u4e3a\u6211\u4eec\u4f1a\u4ee5\u7565\u6709\u4e0d\u540c\u7684\u65b9\u5f0f\u91cd\u5efa\u5b83\u4eec\uff0c\u878d\u5165\u65b0\u7684\u4fe1\u606f\u6216\u89c2\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u8bb0\u5fc6\u652f\u6301\u60f3\u8c61\u529b<\/strong>\uff1a\u5e2e\u52a9\u6211\u4eec\u91cd\u5efa\u8fc7\u53bb\u4e8b\u4ef6\u7684\u673a\u5236\u4e5f\u4f7f\u6211\u4eec\u80fd\u591f\u60f3\u8c61\u672a\u6765\u7684\u60c5\u666f\u6216\u53cd\u4e8b\u5b9e\u7684\u60c5\u51b5\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5f53\u524d\u7684 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class=\"wp-block-list\">\n<li><strong>\u57fa\u4e8e\u6a21\u5f0f\u7684\u91cd\u5efa<\/strong>\uff0c\u4f7f\u7528\u4e00\u822c\u77e5\u8bc6\u7ed3\u6784\u6765\u586b\u8865\u7279\u5b9a\u8bb0\u5fc6\u7684\u7a7a\u767d<\/li>\n\n\n\n<li><strong>\u60c5\u5883\u654f\u611f\u56de\u5fc6<\/strong>\uff0c\u4f7f\u91cd\u5efa\u7684\u8bb0\u5fc6\u9002\u5e94\u5f53\u524d\u7684\u9700\u6c42\u548c\u60c5\u5883<\/li>\n\n\n\n<li><strong>\u5efa\u8bbe\u6027\u6a21\u62df<\/strong>\u80fd\u529b\u8d85\u8d8a\u68c0\u7d22\uff0c\u652f\u6301\u60f3\u8c61\u548c\u53cd\u4e8b\u5b9e\u63a8\u7406<\/li>\n\n\n\n<li><strong>\u5bf9\u91cd\u5efa\u5143\u7d20\u8fdb\u884c\u7f6e\u4fe1\u5ea6\u4f30\u8ba1<\/strong>\uff0c\u4ee5\u533a\u5206\u76f4\u63a5\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u548c\u63a8\u65ad\u6216\u91cd\u5efa\u7684\u7ec4\u4ef6<\/li>\n<\/ul>\n\n\n\n<p>\u751f\u6210\u68c0\u7d22\u6a21\u578b\u548c\u795e\u7ecf\u56fe\u5f0f\u7f51\u7edc\u7684\u6700\u65b0\u7814\u7a76\u8868\u660e\uff0c\u8fd9\u4e2a\u65b9\u5411\u5f88\u6709\u524d\u666f\uff0c\u4f46\u8981\u5b9e\u73b0\u771f\u6b63\u50cf\u4eba\u7c7b\u4e00\u6837\u7684\u91cd\u6784\u8bb0\u5fc6\uff0c\u8fd8\u6709\u5f88\u591a\u5de5\u4f5c\u8981\u505a\u3002<\/p>\n\n\n\n<p><strong>3. \u8054\u60f3\u8bb0\u5fc6\u7f51\u7edc<\/strong><\/p>\n\n\n\n<p>\u8bb0\u5fc6\u5e94\u8be5\u662f\u8054\u60f3\u6027\u7684\uff0c\u5728\u76f8\u5173\u6982\u5ff5\u4e4b\u95f4\u5efa\u7acb\u4e30\u5bcc\u7684\u8bed\u4e49\u8054\u7cfb\u3002\u8fd9\u4e9b\u5173\u8054\u5141\u8bb8\u66f4\u7075\u6d3b\u3001\u66f4\u50cf\u4eba\u7c7b\u7684\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u4eba\u7c7b\u8bb0\u5fc6\u4ece\u6839\u672c\u4e0a\u6765\u8bf4\u662f\u4e00\u79cd\u8054\u60f3\u3002\u6982\u5ff5\u3001\u7ecf\u9a8c\u548c\u4e8b\u5b9e\u5728\u590d\u6742\u7684\u8054\u60f3\u7f51\u7edc\u4e2d\u76f8\u4e92\u8054\u7cfb\uff0c\u4ece\u800c\u5b9e\u73b0\u7075\u6d3b\u7684\u68c0\u7d22\u548c\u521b\u9020\u6027\u8054\u7cfb\u3002\u4e0e\u4f20\u7edf\u8ba1\u7b97\u673a\u5b58\u50a8\u7cfb\u7edf\u7684\u50f5\u5316\u3001\u5206\u5c42\u7ec4\u7ec7\u4e0d\u540c\uff0c\u8054\u60f3\u8bb0\u5fc6\u4f7f\u6211\u4eec\u80fd\u591f\u901a\u8fc7\u591a\u79cd\u9014\u5f84\u8bbf\u95ee\u4fe1\u606f\uff0c\u5e76\u5efa\u7acb\u610f\u60f3\u4e0d\u5230\u7684\u8054\u7cfb\uff0c\u4ece\u800c\u4ea7\u751f\u6d1e\u5bdf\u529b\u548c\u521b\u65b0\u3002<\/p>\n\n\n\n<p>\u8003\u8651\u4e00\u4e0b\u5982\u4f55\u68c0\u7d22\u6709\u5173\u201c\u5df4\u9ece\u201d\u7684\u4fe1\u606f\u3002\u6839\u636e\u4e0a\u4e0b\u6587\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u8bbf\u95ee\u6b64\u4fe1\u606f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5730\u7406\u8054\u60f3\uff08\u5b83\u5728\u6cd5\u56fd\uff0c\u5b83\u662f\u6b27\u6d32\u9996\u90fd\uff09<\/li>\n\n\n\n<li>\u6587\u5316\u534f\u4f1a\uff08\u827e\u83f2\u5c14\u94c1\u5854\u3001\u6cd5\u56fd\u7f8e\u98df\u3001\u827a\u672f\u535a\u7269\u9986\uff09<\/li>\n\n\n\n<li>\u4e2a\u4eba\u4ea4\u5f80\uff08\u4f60\u5728\u90a3\u91cc\u5ea6\u5047\uff0c\u6709\u670b\u53cb\u4f4f\u5728\u90a3\u91cc\uff09<\/li>\n\n\n\n<li>\u5386\u53f2\u5173\u8054\uff08\u6cd5\u56fd\u5927\u9769\u547d\u3001\u7b2c\u4e8c\u6b21\u4e16\u754c\u5927\u6218\u4e8b\u4ef6\uff09<\/li>\n\n\n\n<li>\u6587\u5b66\u6216\u827a\u672f\u8054\u60f3\uff08\u6d77\u660e\u5a01\u7684\u300a\u6d41\u52a8\u7684\u76db\u5bb4\u300b\u3001\u5370\u8c61\u6d3e\u7ed8\u753b\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u4e30\u5bcc\u3001\u591a\u7ef4\u7684\u8054\u60f3\u4f7f\u68c0\u7d22\u53d8\u5f97\u7075\u6d3b\u4e14\u9002\u5408\u4e0a\u4e0b\u6587\u3002\u5982\u679c\u4f60\u6b63\u5728\u8ba1\u5212\u4e00\u6b21\u65c5\u884c\uff0c\u4f60\u7684\u5927\u8111\u53ef\u80fd\u4f1a\u6fc0\u6d3b\u4e0e\u65c5\u884c\u76f8\u5173\u7684\u8054\u60f3\uff1b\u5982\u679c\u4f60\u6b63\u5728\u8ba8\u8bba\u827a\u672f\u53f2\uff0c\u5b83\u53ef\u80fd\u4f1a\u6fc0\u6d3b\u4e0e\u827a\u672f\u76f8\u5173\u7684\u8054\u60f3\u3002<\/p>\n\n\n\n<p>\u5f53\u524d\u7684 RAG \u7cfb\u7edf\u901a\u5e38\u4f9d\u8d56\u4e8e\u57fa\u4e8e\u76f8\u4f3c\u6027\u7684\u68c0\u7d22\uff0c\u800c\u8fd9\u79cd\u68c0\u7d22\u7f3a\u4e4f\u8fd9\u79cd\u4e30\u5bcc\u7684\u5173\u8054\u7ed3\u6784\u3002\u7cfb\u7edf\u53ef\u80fd\u4f1a\u6839\u636e\u4e0e\u67e5\u8be2\u7684\u6574\u4f53\u76f8\u4f3c\u6027\u6765\u68c0\u7d22\u6587\u6863\uff0c\u4f46\u7cfb\u7edf\u4e0d\u4f1a\u7ef4\u62a4\u4e0d\u540c\u4fe1\u606f\u4e4b\u95f4\u7684\u660e\u786e\u5173\u8054\uff0c\u800c\u8fd9\u79cd\u5173\u8054\u53ef\u4ee5\u5b9e\u73b0\u66f4\u7075\u6d3b\u3001\u66f4\u6709\u521b\u610f\u7684\u68c0\u7d22\u8def\u5f84\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u8be2\u95ee\u201c\u521b\u65b0\u7684\u57ce\u5e02\u4ea4\u901a\u89e3\u51b3\u65b9\u6848\u201d\uff0c\u4f20\u7edf\u7684 RAG \u7cfb\u7edf\u53ef\u80fd\u4f1a\u68c0\u7d22\u5305\u542b\u7c7b\u4f3c\u672f\u8bed\u7684\u6587\u6863\u3002\u8054\u60f3\u8bb0\u5fc6\u7cfb\u7edf\u53ef\u4ee5\u6fc0\u6d3b\u76f8\u5173\u6982\u5ff5\u7684\u7f51\u7edc\u2014\u2014\u81ea\u884c\u8f66\u5171\u4eab\u8ba1\u5212\u3001\u62e5\u5835\u6536\u8d39\u3001\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u3001\u57ce\u5e02\u89c4\u5212\u539f\u5219\u2014\u2014\u5373\u4f7f\u8fd9\u4e9b\u6982\u5ff5\u5e76\u672a\u5728\u67e5\u8be2\u4e2d\u660e\u786e\u63d0\u53ca\u3002<\/p>\n\n\n\n<p>\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u8bb0\u5fc6\u7cfb\u7edf\u5e94\u8be5\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u660e\u786e\u8868\u8fbe<\/strong>\u6982\u5ff5\u3001\u4e8b\u5b9e\u548c\u7ecf\u9a8c\u4e4b\u95f4\u7684\u5173\u8054<\/li>\n\n\n\n<li><strong>\u591a\u79cd\u7c7b\u578b\u7684\u5173\u8054<\/strong>\uff08\u8bed\u4e49\u3001\u65f6\u95f4\u3001\u56e0\u679c\u7b49\uff09\uff0c\u6355\u6349\u4fe1\u606f\u5173\u8054\u7684\u4e0d\u540c\u65b9\u5f0f<\/li>\n\n\n\n<li><strong>\u5173\u8054\u5f3a\u5ea6<\/strong>\u53cd\u6620\u4e0d\u540c\u4fe1\u606f\u4e4b\u95f4\u7684\u8054\u7cfb\u5f3a\u5ea6<\/li>\n\n\n\n<li>\u53d6\u51b3\u4e8e\u5f53\u524d\u7126\u70b9\u548c\u76ee\u6807\u7684\u60c5\u5883\u5173\u8054<strong>\u6fc0\u6d3b<\/strong><\/li>\n\n\n\n<li><strong>\u6269\u6563\u6fc0\u6d3b<\/strong>\u673a\u5236\uff0c\u4f7f\u68c0\u7d22\u80fd\u591f\u9075\u5faa\u5173\u8054\u94fe<\/li>\n<\/ul>\n\n\n\n<p>\u56fe\u795e\u7ecf\u7f51\u7edc\u3001\u8054\u60f3\u8bb0\u5fc6\u6a21\u578b\u548c\u77e5\u8bc6\u56fe\u8c31\u7684\u7814\u7a76\u4e3a\u6784\u5efa\u6b64\u7c7b\u7cfb\u7edf\u63d0\u4f9b\u4e86\u6709\u5e0c\u671b\u7684\u65b9\u5411\uff0c\u4f46\u521b\u5efa\u771f\u6b63\u50cf\u4eba\u7c7b\u4e00\u6837\u7684\u8054\u60f3\u8bb0\u5fc6\u4ecd\u7136\u662f\u4e00\u9879\u91cd\u5927\u6311\u6218\u3002<\/p>\n\n\n\n<p><strong>4. \u81ea\u9002\u5e94\u9057\u5fd8<\/strong><\/p>\n\n\n\n<p>\u201c\u6ca1\u6709\u9057\u5fd8\uff0c\u8bb0\u5fc6\u5c31\u65e0\u6cd5\u53d1\u6325\u4f5c\u7528\u3002\u201d\u9057\u5fd8\u4e0e\u6ce8\u610f\u529b\u5bc6\u4e0d\u53ef\u5206\u2014\u2014\u51b3\u5b9a\u54ea\u4e9b\u4fe1\u606f\u503c\u5f97\u5173\u6ce8\uff0c\u54ea\u4e9b\u53ef\u4ee5\u4e22\u5f03\u3002<\/p>\n\n\n\n<p>\u4e0e\u666e\u904d\u7684\u770b\u6cd5\u76f8\u53cd\uff0c\u9057\u5fd8\u4e0d\u4ec5\u4ec5\u662f\u8bb0\u5fc6\u529b\u4e0b\u964d\uff0c\u5b83\u662f\u4e00\u79cd\u9002\u5e94\u6027\u529f\u80fd\uff0c\u6709\u52a9\u4e8e\u6211\u4eec\u5728\u590d\u6742\u591a\u53d8\u7684\u4e16\u754c\u4e2d\u6709\u6548\u8fd0\u4f5c\u3002\u901a\u8fc7\u9009\u62e9\u6027\u5730\u4fdd\u7559\u91cd\u8981\u4fe1\u606f\uff0c\u540c\u65f6\u4e22\u5f03\u65e0\u5173\u4fe1\u606f\uff0c\u6211\u4eec\u7684\u8bb0\u5fc6\u7cfb\u7edf\u4f18\u5316\u4e86\u5b9e\u7528\u6027\uff0c\u800c\u4e0d\u662f\u5b8c\u7f8e\u56de\u5fc6\u3002<\/p>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u5982\u679c\u4f60\u8bb0\u4f4f\u4e86\u8fc7\u53bb\u4e94\u5e74\u6bcf\u5929\u4e0a\u4e0b\u73ed\u7684\u6bcf\u4e00\u4e2a\u7ec6\u8282\u2014\u2014\u4f60\u7ecf\u8fc7\u7684\u6bcf\u4e00\u8f86\u8f66\u3001\u4f60\u770b\u5230\u7684\u6bcf\u4e00\u4e2a\u884c\u4eba\u3001\u4f60\u8def\u7ebf\u4e0a\u7684\u6bcf\u4e00\u4e2a\u7ec6\u5fae\u53d8\u5316\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002\u8fd9\u4e9b\u4fe1\u606f\u4f1a\u6df9\u6ca1\u4f60\u7684\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u5e72\u6270\u4f60\u56de\u5fc6\u771f\u6b63\u91cd\u8981\u4fe1\u606f\u7684\u80fd\u529b\u3002\u76f8\u53cd\uff0c\u4f60\u7684\u5927\u8111\u4f1a\u806a\u660e\u5730\u4fdd\u7559\u7a33\u5b9a\u3001\u91cd\u8981\u7684\u7279\u5f81\uff08\u5927\u81f4\u8def\u7ebf\u3001\u8457\u540d\u5730\u6807\uff09\uff0c\u540c\u65f6\u4e22\u5f03\u65e0\u5173\u7684\u7ec6\u8282\u3002<\/p>\n\n\n\n<p>\u9057\u5fd8\u6709\u51e0\u4e2a\u81f3\u5173\u91cd\u8981\u7684\u529f\u80fd\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u51cf\u5c11\u5e72\u6270<\/strong>\uff1a\u901a\u8fc7\u4e22\u5f03\u8fc7\u65f6\u6216\u4e0d\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u9057\u5fd8\u6709\u52a9\u4e8e\u9632\u6b62\u5bf9\u65b0\u4fe1\u606f\u7684\u5b66\u4e60\u548c\u91cd\u8981\u4fe1\u606f\u7684\u56de\u5fc6\u9020\u6210\u5e72\u6270\u3002<\/li>\n\n\n\n<li><strong>\u4fc3\u8fdb\u6982\u62ec<\/strong>\uff1a\u5fd8\u8bb0\u5177\u4f53\u7684\u7ec6\u8282\u6709\u52a9\u4e8e\u4ece\u7ecf\u9a8c\u4e2d\u63d0\u53d6\u4e00\u822c\u7684\u6a21\u5f0f\u548c\u539f\u5219\u3002<\/li>\n\n\n\n<li><strong>\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u73af\u5883<\/strong>\uff1a\u968f\u7740\u6211\u4eec\u73af\u5883\u7684\u53d8\u5316\uff0c\u9057\u5fd8\u4f7f\u6211\u4eec\u80fd\u591f\u76f8\u5e94\u5730\u66f4\u65b0\u6211\u4eec\u7684\u8bb0\u5fc6\u548c\u884c\u4e3a\u3002<\/li>\n\n\n\n<li><strong>\u60c5\u7eea\u8c03\u8282<\/strong>\uff1a\u5fd8\u8bb0\u75db\u82e6\u7ecf\u5386\uff08\u6216\u81f3\u5c11\u51cf\u5c11\u5176\u60c5\u7eea\u5f71\u54cd\uff09\u7684\u80fd\u529b\u5bf9\u4e8e\u5fc3\u7406\u5065\u5eb7\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5f53\u524d\u7684 RAG \u7cfb\u7edf\u901a\u5e38\u7f3a\u4e4f\u539f\u5219\u6027\u7684\u9057\u5fd8\u673a\u5236\u3002\u5b83\u4eec\u53ef\u80fd\u5b9e\u73b0\u4e86\u7b80\u5355\u7684\u57fa\u4e8e\u65f6\u95f4\u7684\u8870\u51cf\u6216\u76f8\u5173\u6027\u9608\u503c\uff0c\u4f46\u8fd9\u4e9b\u8fdc\u8fdc\u8fbe\u4e0d\u5230\u4eba\u7c7b\u8bb0\u5fc6\u4e2d\u590d\u6742\u7684\u3001\u60c5\u5883\u654f\u611f\u7684\u9057\u5fd8\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u4f7f\u7528 RAG \u7684\u5bf9\u8bdd\u5f0f AI \u53ef\u80fd\u4f1a\u65e0\u9650\u671f\u5730\u4fdd\u7559\u8fc7\u53bb\u5bf9\u8bdd\u7684\u6bcf\u4e2a\u7ec6\u8282\uff0c\u968f\u7740\u77e5\u8bc6\u5e93\u7684\u589e\u957f\uff0c\u5bfc\u81f4\u68c0\u7d22\u7ed3\u679c\u8d8a\u6765\u8d8a\u4e0d\u76f8\u5173\u3002\u5982\u679c\u6ca1\u6709\u81ea\u9002\u5e94\u9057\u5fd8\uff0c\u7cfb\u7edf\u53ef\u80fd\u4f1a\u7ee7\u7eed\u68c0\u7d22\u6709\u5173\u7528\u6237\u8fc7\u53bb\u5174\u8da3\u6216\u9700\u6c42\u7684\u4fe1\u606f\uff0c\u5373\u4f7f\u8fd9\u4e9b\u4fe1\u606f\u53d1\u751f\u4e86\u91cd\u5927\u53d8\u5316\u3002<\/p>\n\n\n\n<p>\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u8bb0\u5fc6\u7cfb\u7edf\u5e94\u8be5\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u91cd\u8981\u6027\u52a0\u6743\u8bb0\u5fc6<\/strong>\uff0c\u6839\u636e\u4fe1\u606f\u7684\u5b9e\u7528\u6027\u3001\u60c5\u611f\u610f\u4e49\u4ee5\u53ca\u4e0e\u5f53\u524d\u76ee\u6807\u7684\u76f8\u5173\u6027\uff0c\u5bf9\u4fe1\u606f\u7684\u8bb0\u5fc6\u8fdb\u884c\u4f18\u5148\u6392\u5e8f<\/li>\n\n\n\n<li><strong>\u60c5\u5883\u654f\u611f\u9057\u5fd8<\/strong>\uff0c\u6839\u636e\u73af\u5883\u53d8\u5316\u6216\u7528\u6237\u9700\u6c42\u8c03\u6574\u9057\u5fd8\u7387<\/li>\n\n\n\n<li><strong>\u57fa\u4e8e\u5e72\u6270\u7684\u9057\u5fd8<\/strong>\uff0c\u8003\u8651\u4e0d\u540c\u8bb0\u5fc6\u5982\u4f55\u76f8\u4e92\u5e72\u6270<\/li>\n\n\n\n<li><strong>\u6218\u7565\u5de9\u56fa<\/strong>\u8fc7\u7a0b\u53ef\u4ee5\u5f3a\u5316\u91cd\u8981\u7684\u8bb0\u5fc6\uff0c\u540c\u65f6\u8ba9\u4e0d\u592a\u91cd\u8981\u7684\u8bb0\u5fc6\u9010\u6e10\u6de1\u53bb<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u8fd1\u5173\u4e8e\u5177\u6709\u63a7\u5236\u9057\u5fd8\u3001\u81ea\u9002\u5e94\u8bb0\u5fc6\u7f51\u7edc\u548c\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u7684\u795e\u7ecf\u7f51\u7edc\u5bf9\u8bb0\u5fc6\u4f18\u5316\u7684\u7814\u7a76\u8868\u660e\u4e86\u8fd9\u4e00\u65b9\u5411\u7684\u524d\u666f\u3002<\/p>\n\n\n\n<p><strong>5. \u5c42\u7ea7\u7ec4\u7ec7<\/strong><\/p>\n\n\n\n<p>\u8bb0\u5fc6\u7cfb\u7edf\u5e94\u8be5\u662f\u5206\u5c42\u7684\uff0c\u4ee5\u8868\u793a\u6211\u4eec\u7684\u8bed\u4e49\u5c42\u6b21\u7ed3\u6784\uff0c\u5141\u8bb8\u4e0d\u540c\u7ea7\u522b\u7684\u62bd\u8c61\u548c\u6982\u62ec\u3002<\/p>\n\n\n\n<p>\u4eba\u7c7b\u8bb0\u5fc6\u540c\u65f6\u5728\u591a\u4e2a\u62bd\u8c61\u5c42\u6b21\u4e0a\u8fd0\u4f5c\u3002\u6211\u4eec\u53ef\u4ee5\u653e\u5927\u6765\u56de\u5fc6\u5177\u4f53\u7ec6\u8282\uff0c\u4e5f\u53ef\u4ee5\u7f29\u5c0f\u6765\u8bbf\u95ee\u4e00\u822c\u539f\u5219\u548c\u7c7b\u522b\u3002\u8fd9\u79cd\u5206\u5c42\u7ec4\u7ec7\u5141\u8bb8\u9ad8\u6548\u5b58\u50a8\u3001\u7075\u6d3b\u68c0\u7d22\u548c\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u8003\u8651\u4e00\u4e0b\u4f60\u5bf9\u52a8\u7269\u7684\u4e86\u89e3\u662f\u5982\u4f55\u7ec4\u7ec7\u7684\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u6700\u9ad8\u5c42\u6b21\u4e0a\uff0c\u4f60\u6709\u201c\u52a8\u7269\u201d\u7684\u4e00\u822c\u6982\u5ff5<\/li>\n\n\n\n<li>\u5728\u5176\u4e0b\uff0c\u4f60\u53ef\u80fd\u6709\u201c\u54fa\u4e73\u52a8\u7269\u201d\uff0c\u201c\u9e1f\u7c7b\u201d\uff0c\u201c\u722c\u884c\u52a8\u7269\u201d\u7b49\u7c7b\u522b\u3002<\/li>\n\n\n\n<li>\u6bcf\u4e2a\u7c7b\u522b\u90fd\u5305\u542b\u5b50\u7c7b\u522b\uff08\u4f8b\u5982\uff0c\u201c\u54fa\u4e73\u52a8\u7269\u201d\u5305\u62ec\u201c\u7075\u957f\u7c7b\u52a8\u7269\u201d\u3001\u201c\u98df\u8089\u52a8\u7269\u201d\u3001\u201c\u556e\u9f7f\u52a8\u7269\u201d\u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u5728\u8f83\u4f4e\u7ea7\u522b\uff0c\u6709\u7279\u5b9a\u7269\u79cd\uff08\u4f8b\u5982\u201c\u8001\u864e\u201d\u3001\u201c\u5927\u8c61\u201d\uff09<\/li>\n\n\n\n<li>\u5728\u6700\u8be6\u7ec6\u7684\u5c42\u9762\u4e0a\uff0c\u4f60\u53ef\u80fd\u4f1a\u6709\u5177\u4f53\u7684\u4f8b\u5b50\uff08\u4f8b\u5982\uff0c\u201c\u6211\u53bb\u5e74\u5728\u52a8\u7269\u56ed\u770b\u5230\u7684\u8001\u864e\u201d\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u5c42\u6b21\u7ed3\u6784\u5141\u8bb8\u60a8\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6839\u636e\u65b0\u5b9e\u4f8b\u7684\u7c7b\u522b\u6210\u5458\u8eab\u4efd\u5bf9\u5176\u8fdb\u884c\u63a8\u65ad<\/li>\n\n\n\n<li>\u8bbf\u95ee\u9002\u5408\u7279\u5b9a\u4efb\u52a1\u7684\u8be6\u7ec6\u7a0b\u5ea6\u7684\u4fe1\u606f<\/li>\n\n\n\n<li>\u5c06\u77e5\u8bc6\u4ece\u5177\u4f53\u5b9e\u4f8b\u63a8\u5e7f\u5230\u66f4\u5e7f\u6cdb\u7684\u7c7b\u522b<\/li>\n\n\n\n<li>\u5728\u4e0d\u540c\u62bd\u8c61\u5c42\u6b21\u4e4b\u95f4\u6709\u6548\u5bfc\u822a<\/li>\n<\/ul>\n\n\n\n<p>\u5f53\u524d\u7684 RAG \u7cfb\u7edf\u901a\u5e38\u7f3a\u4e4f\u8fd9\u79cd\u4e30\u5bcc\u7684\u5c42\u6b21\u7ed3\u6784\u3002\u867d\u7136\u5b83\u4eec\u53ef\u80fd\u4f7f\u7528\u805a\u7c7b\u6216\u5206\u7c7b\u65b9\u6848\u6765\u7ec4\u7ec7\u6587\u6863\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u65e0\u6cd5\u6355\u6349\u5230\u8868\u5f81\u4eba\u7c7b\u6982\u5ff5\u77e5\u8bc6\u7684\u5d4c\u5957\u591a\u5c42\u7ea7\u5c42\u6b21\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u8be2\u95ee\u201c\u6b27\u6d32\u57ce\u5e02\u7684\u4ea4\u901a\u9009\u62e9\u201d\u95ee\u9898\uff0c\u4f20\u7edf\u7684 RAG \u7cfb\u7edf\u53ef\u80fd\u4f1a\u68c0\u7d22\u5305\u542b\u8fd9\u4e9b\u672f\u8bed\u7684\u6587\u6863\u3002\u5206\u5c42\u7ec4\u7ec7\u7684\u8bb0\u5fc6\u7cfb\u7edf\u53ef\u4ee5\u8bc6\u522b\u7279\u5b9a\u4ea4\u901a\u65b9\u5f0f\uff08\u516c\u4ea4\u8f66\u3001\u6709\u8f68\u7535\u8f66\u3001\u5730\u94c1\uff09\u3001\u7279\u5b9a\u57ce\u5e02\uff08\u5df4\u9ece\u3001\u67cf\u6797\u3001\u5df4\u585e\u7f57\u90a3\uff09\u53ca\u5176\u6240\u4ee3\u8868\u7684\u4e00\u822c\u6982\u5ff5\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4ece\u800c\u505a\u51fa\u66f4\u7ec6\u81f4\u5165\u5fae\u3001\u66f4\u5168\u9762\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n<p>\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u8bb0\u5fc6\u7cfb\u7edf\u5e94\u8be5\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u660e\u786e\u8868\u793a<\/strong>\u4e0d\u540c\u62bd\u8c61\u5c42\u6b21\u4e0a\u6982\u5ff5\u4e4b\u95f4\u7684\u5c42\u6b21\u5173\u7cfb<\/li>\n\n\n\n<li>\u6839\u636e\u5f53\u524d\u9700\u6c42\u5728\u5c42\u6b21\u7ed3\u6784\u7684\u4e0d\u540c\u7ea7\u522b\u4e4b\u95f4<strong>\u7075\u6d3b\u5bfc\u822a<\/strong><\/li>\n\n\n\n<li>\u5141\u8bb8\u5c5e\u6027\u548c\u5173\u7cfb\u5728\u5c42\u6b21\u7ed3\u6784\u4e2d\u4f20\u64ad\u7684<strong>\u7ee7\u627f\u673a\u5236<\/strong><\/li>\n\n\n\n<li><strong>\u53ef\u4ee5\u8de8\u4e0d\u540c\u62bd\u8c61\u5c42\u6b21\u8fdb\u884c\u63a8\u7406\u7684\u5206\u5c42\u63a8\u7406<\/strong>\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p>\u5206\u5c42\u795e\u7ecf\u7f51\u7edc\u3001\u6982\u5ff5\u683c\u548c\u57fa\u4e8e\u672c\u4f53\u7684\u77e5\u8bc6\u8868\u793a\u7684\u7814\u7a76\u4e3a\u6784\u5efa\u6b64\u7c7b\u7cfb\u7edf\u63d0\u4f9b\u4e86\u6709\u5e0c\u671b\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n<p><strong>\u516d \u4eba\u5de5\u667a\u80fd\u8bb0\u5fc6\u7cfb\u7edf\u7684\u524d\u666f<\/strong><\/p>\n\n\n\n<p>\u6709\u51e0\u79cd\u65b9\u6cd5\u6709\u671b\u5f00\u53d1\u66f4\u590d\u6742\u7684\u4eba\u5de5\u667a\u80fd\u8bb0\u5fc6\u7cfb\u7edf\uff1a<\/p>\n\n\n\n<p>\u5728\u4e0d\u540c\u65f6\u95f4\u5c3a\u5ea6\u548c\u62bd\u8c61\u5c42\u6b21\u4e0a\u8fd0\u884c\u7684<strong>\u5206\u5c42\u5185\u5b58\u67b6\u6784<\/strong><\/p>\n\n\n\n<p>\u6700\u8fd1\u7684\u7814\u7a76\u63a2\u7d22\u4e86\u591a\u7ea7\u8bb0\u5fc6\u67b6\u6784\uff0c\u5c06\u5feb\u901f\u53d8\u5316\u7684\u5de5\u4f5c\u8bb0\u5fc6\u7ec4\u4ef6\u4e0e\u66f4\u7a33\u5b9a\u7684\u957f\u671f\u8bb0\u5fc6\u7cfb\u7edf\u76f8\u7ed3\u5408\u3002\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u4f7f\u7528\u4e0d\u540c\u7684\u7f16\u7801\u673a\u5236\u548c\u66f4\u65b0\u89c4\u5219\u6765\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u4fe1\u606f\u548c\u4e0d\u540c\u7684\u65f6\u95f4\u5c3a\u5ea6\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u5206\u5c42\u53d8\u6362\u5668\u8bb0\u5fc6 (HTM) 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