{"id":178811,"date":"2026-03-09T16:05:30","date_gmt":"2026-03-09T16:05:30","guid":{"rendered":"http:\/\/ktromedia.com\/?p=178811"},"modified":"2026-03-09T16:05:30","modified_gmt":"2026-03-09T16:05:30","slug":"%e7%94%a8%e4%ba%8e%e4%bb%a3%e7%90%86%e5%86%85%e5%ad%98%e7%9a%84%e7%9f%a2%e9%87%8f%e6%95%b0%e6%8d%ae%e5%ba%93%e4%b8%8e%e5%9b%be-rag%ef%bc%9a%e4%bd%95%e6%97%b6%e4%bd%bf%e7%94%a8%e5%93%aa%e4%b8%aa","status":"publish","type":"post","link":"http:\/\/ktromedia.com\/?p=178811","title":{"rendered":"\u7528\u4e8e\u4ee3\u7406\u5185\u5b58\u7684\u77e2\u91cf\u6570\u636e\u5e93\u4e0e\u56fe RAG\uff1a\u4f55\u65f6\u4f7f\u7528\u54ea\u4e2a"},"content":{"rendered":"<div id=\"\">\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u77e2\u91cf\u6570\u636e\u5e93\u548c\u56fe RAG \u4f5c\u4e3a AI \u4ee3\u7406\u7684\u5185\u5b58\u67b6\u6784\u6709\u4f55\u4e0d\u540c\uff0c\u4ee5\u53ca\u6bcf\u79cd\u65b9\u6cd5\u4f55\u65f6\u66f4\u9002\u5408\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u8ba8\u8bba\u7684\u4e3b\u9898\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u77e2\u91cf\u6570\u636e\u5e93\u5982\u4f55\u5b58\u50a8\u548c\u68c0\u7d22\u8bed\u4e49\u76f8\u4f3c\u7684\u975e\u7ed3\u6784\u5316\u4fe1\u606f\u3002<\/li>\n<li>\u56fe RAG \u5982\u4f55\u8868\u793a\u5b9e\u4f53\u548c\u5173\u7cfb\u4ee5\u8fdb\u884c\u7cbe\u786e\u7684\u591a\u8df3\u68c0\u7d22\u3002<\/li>\n<li>\u5982\u4f55\u5728\u8fd9\u4e9b\u65b9\u6cd5\u4e4b\u95f4\u8fdb\u884c\u9009\u62e9\uff0c\u6216\u8005\u5c06\u5b83\u4eec\u7ec4\u5408\u5230\u6df7\u5408\u4ee3\u7406-\u5185\u5b58\u67b6\u6784\u4e2d\u3002<\/li>\n<\/ul>\n<p>\u8003\u8651\u5230\u8fd9\u4e00\u70b9\uff0c\u8ba9\u6211\u4eec\u76f4\u63a5\u5f00\u59cb\u5427\u3002<\/p>\n<div style=\"width: 810px\" class=\"wp-caption aligncenter\"><\/p>\n<p class=\"wp-caption-text\">\u7528\u4e8e\u4ee3\u7406\u5185\u5b58\u7684\u77e2\u91cf\u6570\u636e\u5e93\u4e0e\u56fe RAG\uff1a\u4f55\u65f6\u4f7f\u7528\u54ea\u4e2a<br \/>\u4f5c\u8005\u63d0\u4f9b\u7684\u56fe\u7247<\/p>\n<\/div>\n<h2>\u4ecb\u7ecd<\/h2>\n<p><a href=\"https:\/\/machinelearningmastery.com\/the-machine-learning-practitioners-guide-to-agentic-ai-systems\/\" target=\"_blank\"><strong>\u4eba\u5de5\u667a\u80fd\u4ee3\u7406<\/strong><\/a>  \u9700\u8981 <a href=\"https:\/\/machinelearningmastery.com\/beyond-short-term-memory-the-3-types-of-long-term-memory-ai-agents-need\/\" target=\"_blank\">\u957f\u671f\u8bb0\u5fc6<\/a> \u5728\u590d\u6742\u7684\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u771f\u6b63\u6709\u7528\u3002\u6ca1\u6709\u8bb0\u5fc6\u7684\u4ee3\u7406\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u65e0\u72b6\u6001\u51fd\u6570\uff0c\u5b83\u4f1a\u5728\u6bcf\u6b21\u4ea4\u4e92\u65f6\u91cd\u7f6e\u5176\u4e0a\u4e0b\u6587\u3002\u5f53\u6211\u4eec\u8f6c\u5411\u7ba1\u7406\u6301\u4e45\u4efb\u52a1\u7684\u81ea\u6cbb\u7cfb\u7edf\uff08\u4f8b\u5982\u8ddf\u8e2a\u9879\u76ee\u67b6\u6784\u7684\u7f16\u7801\u52a9\u624b\u6216\u7f16\u8bd1\u6b63\u5728\u8fdb\u884c\u7684\u6587\u732e\u7efc\u8ff0\u7684\u7814\u7a76\u4ee3\u7406\uff09\u65f6\uff0c\u5982\u4f55\u5b58\u50a8\u3001\u68c0\u7d22\u548c\u66f4\u65b0\u4e0a\u4e0b\u6587\u7684\u95ee\u9898\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u76ee\u524d\uff0c\u8be5\u4efb\u52a1\u7684\u884c\u4e1a\u6807\u51c6\u662f\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5b83\u4f7f\u7528\u5bc6\u96c6\u5d4c\u5165\u8fdb\u884c\u8bed\u4e49\u641c\u7d22\u3002\u7136\u800c\uff0c\u968f\u7740\u5bf9\u66f4\u590d\u6742\u63a8\u7406\u7684\u9700\u6c42\u4e0d\u65ad\u589e\u957f\uff0c\u56fe RAG\uff08\u4e00\u79cd\u5c06\u77e5\u8bc6\u56fe\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u76f8\u7ed3\u5408\u7684\u67b6\u6784\uff09\u4f5c\u4e3a\u7ed3\u6784\u5316\u5185\u5b58\u67b6\u6784\u8d8a\u6765\u8d8a\u53d7\u5230\u5173\u6ce8\u3002<\/p>\n<p>\u4e4d\u4e00\u770b\uff0c\u77e2\u91cf\u6570\u636e\u5e93\u975e\u5e38\u9002\u5408\u5e7f\u6cdb\u7684\u76f8\u4f3c\u6027\u5339\u914d\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u68c0\u7d22\uff0c\u800c\u56fe RAG \u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u6709\u9650\u4ee5\u53ca\u9700\u8981\u591a\u8df3\u5173\u7cfb\u3001\u4e8b\u5b9e\u51c6\u786e\u6027\u548c\u590d\u6742\u7684\u5c42\u6b21\u7ed3\u6784\u65f6\u8868\u73b0\u51fa\u8272\u3002\u4e0e\u56fe RAG \u901a\u8fc7\u663e\u5f0f\u5173\u7cfb\u8fdb\u884c\u63a8\u7406\u5e76\u5728\u66f4\u4e25\u683c\u7684\u7ea6\u675f\u4e0b\u4fdd\u6301\u51c6\u786e\u6027\u7684\u80fd\u529b\u76f8\u6bd4\uff0c\u8fd9\u79cd\u533a\u522b\u51f8\u663e\u4e86\u77e2\u91cf\u6570\u636e\u5e93\u5bf9\u7075\u6d3b\u5339\u914d\u7684\u5173\u6ce8\u3002<\/p>\n<p>\u4e3a\u4e86\u9610\u660e\u5b83\u4eec\u5404\u81ea\u7684\u4f5c\u7528\uff0c\u672c\u6587\u63a2\u8ba8\u4e86\u4e24\u79cd\u4ee3\u7406\u8bb0\u5fc6\u65b9\u6cd5\u7684\u57fa\u7840\u7406\u8bba\u3001\u5b9e\u8df5\u4f18\u52bf\u548c\u5c40\u9650\u6027\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b9e\u7528\u7684\u6846\u67b6\u6765\u6307\u5bfc\u9009\u62e9\u8981\u90e8\u7f72\u7684\u7cfb\u7edf\u6216\u7cfb\u7edf\u7ec4\u5408\u3002<\/p>\n<h2>\u77e2\u91cf\u6570\u636e\u5e93\uff1a\u8bed\u4e49\u4ee3\u7406\u8bb0\u5fc6\u7684\u57fa\u7840<\/h2>\n<p><a href=\"https:\/\/machinelearningmastery.com\/the-complete-guide-to-vector-databases-for-machine-learning\/\" target=\"_blank\"><strong>\u77e2\u91cf\u6570\u636e\u5e93<\/strong><\/a>  \u5c06\u5185\u5b58\u8868\u793a\u4e3a\u4f4d\u4e8e\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u7684\u5bc6\u96c6\u6570\u5b66\u5411\u91cf\u6216\u5d4c\u5165\u3002\u5d4c\u5165\u6a21\u578b\u5c06\u6587\u672c\u3001\u56fe\u50cf\u6216\u5176\u4ed6\u6570\u636e\u6620\u5c04\u5230\u6d6e\u70b9\u6570\u7ec4\uff0c\u5176\u4e2d\u4e24\u4e2a\u5411\u91cf\u4e4b\u95f4\u7684\u51e0\u4f55\u8ddd\u79bb\u5bf9\u5e94\u4e8e\u5b83\u4eec\u7684\u8bed\u4e49\u76f8\u4f3c\u6027\u3002<\/p>\n<p>\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u4e3b\u8981\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\u6765\u5b58\u50a8\u975e\u7ed3\u6784\u5316\u6587\u672c\u3002\u4e00\u4e2a\u5e38\u89c1\u7684\u7528\u4f8b\u662f\u5b58\u50a8\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\uff0c\u5141\u8bb8\u4ee3\u7406\u901a\u8fc7\u641c\u7d22\u5176\u8bb0\u5fc6\u5e93\u4ee5\u67e5\u627e\u8bed\u4e49\u76f8\u5173\u7684\u8fc7\u53bb\u4ea4\u4e92\u6765\u56de\u5fc6\u7528\u6237\u4e4b\u524d\u8be2\u95ee\u7684\u5185\u5bb9\u3002\u4ee3\u7406\u8fd8\u5229\u7528\u5411\u91cf\u5b58\u50a8\u6839\u636e\u7528\u6237\u63d0\u793a\u7684\u9690\u542b\u542b\u4e49\u68c0\u7d22\u76f8\u5173\u6587\u6863\u3001API \u6587\u6863\u6216\u4ee3\u7801\u7247\u6bb5\uff0c\u8fd9\u662f\u4e00\u79cd\u6bd4\u4f9d\u8d56\u7cbe\u786e\u5173\u952e\u5b57\u5339\u914d\u66f4\u53ef\u9760\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u77e2\u91cf\u6570\u636e\u5e93\u662f\u667a\u80fd\u4f53\u8bb0\u5fc6\u7684\u6709\u529b\u9009\u62e9\u3002\u5b83\u4eec\u63d0\u4f9b\u5feb\u901f\u641c\u7d22\uff0c\u751a\u81f3\u53ef\u4ee5\u8de8\u8d8a\u6570\u5341\u4ebf\u4e2a\u5411\u91cf\u3002\u5f00\u53d1\u4eba\u5458\u8fd8\u53d1\u73b0\u5b83\u4eec\u6bd4\u7ed3\u6784\u5316\u6570\u636e\u5e93\u66f4\u5bb9\u6613\u8bbe\u7f6e\u3002\u8981\u96c6\u6210\u5411\u91cf\u5b58\u50a8\uff0c\u60a8\u9700\u8981\u5206\u5272\u6587\u672c\u3001\u751f\u6210\u5d4c\u5165\u5e76\u5bf9\u7ed3\u679c\u5efa\u7acb\u7d22\u5f15\u3002\u8fd9\u4e9b\u6570\u636e\u5e93\u8fd8\u53ef\u4ee5\u5f88\u597d\u5730\u5904\u7406\u6a21\u7cca\u5339\u914d\uff0c\u65e0\u9700\u4e25\u683c\u67e5\u8be2\u5373\u53ef\u5bb9\u7eb3\u62fc\u5199\u9519\u8bef\u548c\u91ca\u4e49\u3002<\/p>\n<p>\u4f46\u8bed\u4e49\u641c\u7d22\u5bf9\u4e8e\u9ad8\u7ea7\u4ee3\u7406\u8bb0\u5fc6\u6709\u9650\u5236\u3002\u77e2\u91cf\u6570\u636e\u5e93\u901a\u5e38\u65e0\u6cd5\u9075\u5faa\u591a\u6b65\u9aa4\u903b\u8f91\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4ee3\u7406\u9700\u8981\u627e\u5230\u5b9e\u4f53 A \u548c\u5b9e\u4f53 C \u4e4b\u95f4\u7684\u94fe\u63a5\uff0c\u4f46\u53ea\u6709\u663e\u793a A \u8fde\u63a5\u5230 B\u3001B \u8fde\u63a5\u5230 C \u7684\u6570\u636e\uff0c\u5219\u7b80\u5355\u7684\u76f8\u4f3c\u6027\u641c\u7d22\u53ef\u80fd\u4f1a\u9519\u8fc7\u91cd\u8981\u4fe1\u606f\u3002<\/p>\n<p>\u8fd9\u4e9b\u6570\u636e\u5e93\u5728\u68c0\u7d22\u5927\u91cf\u6587\u672c\u6216\u5904\u7406\u5608\u6742\u7684\u7ed3\u679c\u65f6\u4e5f\u5f88\u56f0\u96be\u3002\u901a\u8fc7\u5bc6\u96c6\u7684\u3001\u76f8\u4e92\u5173\u8054\u7684\u4e8b\u5b9e\uff08\u4ece\u8f6f\u4ef6\u4f9d\u8d56\u5173\u7cfb\u5230\u516c\u53f8\u7ec4\u7ec7\u7ed3\u6784\u56fe\uff09\uff0c\u4ed6\u4eec\u53ef\u4ee5\u8fd4\u56de\u76f8\u5173\u4f46\u4e0d\u76f8\u5173\u7684\u4fe1\u606f\u3002\u8fd9\u53ef\u80fd\u4f1a\u5bfc\u81f4\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u6324\u6ee1\u6709\u7528\u7684\u6570\u636e\u3002<\/p>\n<h2>\u56fe RAG\uff1a\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\u548c\u5173\u7cfb\u8bb0\u5fc6<\/h2>\n<p><a href=\"https:\/\/machinelearningmastery.com\/building-graph-rag-system-step-by-step-approach\/\" target=\"_blank\"><strong>\u56feRAG<\/strong><\/a>  \u901a\u8fc7\u5c06\u77e5\u8bc6\u56fe\u4e0e\u6cd5\u5b66\u7855\u58eb\u76f8\u7ed3\u5408\u6765\u89e3\u51b3\u8bed\u4e49\u641c\u7d22\u7684\u5c40\u9650\u6027\u3002\u5728\u8fd9\u79cd\u8303\u5f0f\u4e2d\uff0c\u8bb0\u5fc6\u88ab\u7ed3\u6784\u5316\u4e3a\u79bb\u6563\u5b9e\u4f53\uff0c\u8868\u793a\u4e3a\u8282\u70b9\uff08\u4f8b\u5982\uff0c\u4eba\u3001\u516c\u53f8\u6216\u6280\u672f\uff09\uff0c\u5b83\u4eec\u4e4b\u95f4\u7684\u663e\u5f0f\u5173\u7cfb\u8868\u793a\u4e3a\u8fb9\u7f18\uff08\u4f8b\u5982\uff0c\u201c\u5de5\u4f5c\u201d\u6216\u201c\u4f7f\u7528\u201d\uff09\u3002<\/p>\n<p>\u4f7f\u7528\u56fe RAG \u7684\u4ee3\u7406\u521b\u5efa\u5e76\u66f4\u65b0\u7ed3\u6784\u5316\u4e16\u754c\u6a21\u578b\u3002\u5f53\u4ed6\u4eec\u6536\u96c6\u65b0\u4fe1\u606f\u65f6\uff0c\u4ed6\u4eec\u63d0\u53d6\u5b9e\u4f53\u548c\u5173\u7cfb\u5e76\u5c06\u5b83\u4eec\u6dfb\u52a0\u5230\u56fe\u8868\u4e2d\u3002\u5f53\u641c\u7d22\u8bb0\u5fc6\u65f6\uff0c\u4ed6\u4eec\u9075\u5faa\u660e\u786e\u7684\u8def\u5f84\u6765\u68c0\u7d22\u51c6\u786e\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u56fe RAG \u7684\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u5176\u7cbe\u5ea6\u3002\u7531\u4e8e\u68c0\u7d22\u9075\u5faa\u663e\u5f0f\u5173\u7cfb\u800c\u4e0d\u662f\u4ec5\u9075\u5faa\u8bed\u4e49\u63a5\u8fd1\u6027\uff0c\u56e0\u6b64\u51fa\u9519\u7684\u98ce\u9669\u8f83\u4f4e\u3002\u5982\u679c\u56fe\u4e2d\u4e0d\u5b58\u5728\u5173\u7cfb\uff0c\u5219\u667a\u80fd\u4f53\u65e0\u6cd5\u4ec5\u4ece\u56fe\u4e2d\u63a8\u65ad\u51fa\u8be5\u5173\u7cfb\u3002<\/p>\n<p>Graph RAG \u64c5\u957f\u590d\u6742\u63a8\u7406\uff0c\u975e\u5e38\u9002\u5408\u56de\u7b54\u7ed3\u6784\u5316\u95ee\u9898\u3002\u8981\u67e5\u627e\u6279\u51c6\u9884\u7b97\u7684\u7ecf\u7406\u7684\u76f4\u63a5\u62a5\u544a\uff0c\u60a8\u53ef\u4ee5\u8ddf\u8e2a\u7ec4\u7ec7\u548c\u6279\u51c6\u94fe\u7684\u8def\u5f84 &#8211; \u4e00\u4e2a\u7b80\u5355\u7684\u56fe\u5f62\u904d\u5386\uff0c\u4f46\u5bf9\u4e8e\u77e2\u91cf\u641c\u7d22\u6765\u8bf4\u662f\u4e00\u9879\u8270\u5de8\u7684\u4efb\u52a1\u3002\u53ef\u89e3\u91ca\u6027\u662f\u53e6\u4e00\u4e2a\u4e3b\u8981\u4f18\u52bf\u3002\u68c0\u7d22\u8def\u5f84\u662f\u6e05\u6670\u7684\u3001\u53ef\u5ba1\u6838\u7684\u8282\u70b9\u548c\u8fb9\u5e8f\u5217\uff0c\u800c\u4e0d\u662f\u4e0d\u900f\u660e\u7684\u76f8\u4f3c\u6027\u5206\u6570\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u5408\u89c4\u6027\u548c\u900f\u660e\u5ea6\u7684\u4f01\u4e1a\u5e94\u7528\u7a0b\u5e8f\u5f88\u91cd\u8981\u3002<\/p>\n<p>\u4e0d\u5229\u7684\u4e00\u9762\u662f\uff0c\u56fe RAG \u5e26\u6765\u4e86\u663e\u7740\u7684\u5b9e\u73b0\u590d\u6742\u6027\u3002\u5b83\u9700\u8981\u5f3a\u5927\u7684\u5b9e\u4f53\u63d0\u53d6\u7ba1\u9053\u6765\u5c06\u539f\u59cb\u6587\u672c\u89e3\u6790\u4e3a\u8282\u70b9\u548c\u8fb9\u7f18\uff0c\u8fd9\u901a\u5e38\u9700\u8981\u4ed4\u7ec6\u8c03\u6574\u7684\u63d0\u793a\u3001\u89c4\u5219\u6216\u4e13\u95e8\u7684\u6a21\u578b\u3002\u5f00\u53d1\u4eba\u5458\u8fd8\u5fc5\u987b\u8bbe\u8ba1\u548c\u7ef4\u62a4\u672c\u4f53\u6216\u6a21\u5f0f\uff0c\u8fd9\u4e9b\u672c\u4f53\u6216\u6a21\u5f0f\u53ef\u80fd\u662f\u50f5\u5316\u7684\uff0c\u5e76\u4e14\u968f\u7740\u9047\u5230\u65b0\u9886\u57df\u800c\u96be\u4ee5\u53d1\u5c55\u3002\u51b7\u542f\u52a8\u95ee\u9898\u4e5f\u5f88\u7a81\u51fa\uff1a\u4e0e\u5d4c\u5165\u6587\u672c\u65f6\u5f88\u6709\u7528\u7684\u77e2\u91cf\u6570\u636e\u5e93\u4e0d\u540c\uff0c\u77e5\u8bc6\u56fe\u8c31\u9700\u8981\u5927\u91cf\u7684\u524d\u671f\u5de5\u4f5c\u6765\u586b\u5145\uff0c\u7136\u540e\u624d\u80fd\u56de\u7b54\u590d\u6742\u7684\u67e5\u8be2\u3002<\/p>\n<h2>\u6bd4\u8f83\u6846\u67b6\uff1a\u4f55\u65f6\u4f7f\u7528\u54ea\u4e2a<\/h2>\n<p>\u5728\u4e3a AI \u4ee3\u7406\u6784\u5efa\u5185\u5b58\u65f6\uff0c\u8bf7\u8bb0\u4f4f\uff0c\u5411\u91cf\u6570\u636e\u5e93\u64c5\u957f\u5904\u7406\u975e\u7ed3\u6784\u5316\u3001\u9ad8\u7ef4\u6570\u636e\uff0c\u5e76\u4e14\u975e\u5e38\u9002\u5408\u76f8\u4f3c\u6027\u641c\u7d22\uff0c\u800c\u56fe RAG \u5219\u6709\u5229\u4e8e\u8868\u793a\u5b9e\u4f53\u548c\u663e\u5f0f\u5173\u7cfb\uff08\u5f53\u8fd9\u4e9b\u5173\u7cfb\u81f3\u5173\u91cd\u8981\u65f6\uff09\u3002\u9009\u62e9\u5e94\u8be5\u7531\u6570\u636e\u7684\u56fa\u6709\u7ed3\u6784\u548c\u9884\u671f\u7684\u67e5\u8be2\u6a21\u5f0f\u9a71\u52a8\u3002<\/p>\n<p>\u77e2\u91cf\u6570\u636e\u5e93\u975e\u5e38\u9002\u5408\u7eaf\u7cb9\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\u2014\u2014\u804a\u5929\u65e5\u5fd7\u3001\u4e00\u822c\u6587\u6863\u6216\u4ece\u539f\u59cb\u6587\u672c\u6784\u5efa\u7684\u5e9e\u5927\u77e5\u8bc6\u5e93\u3002\u5f53\u67e5\u8be2\u610f\u56fe\u662f\u63a2\u7d22\u5e7f\u6cdb\u7684\u4e3b\u9898\u65f6\uff0c\u4f8b\u5982\u201c\u4e3a\u6211\u67e5\u627e\u7c7b\u4f3c\u4e8e X \u7684\u6982\u5ff5\u201d\u6216\u201c\u6211\u4eec\u5c31\u4e3b\u9898 Y \u8ba8\u8bba\u4e86\u4ec0\u4e48\uff1f\u201d\u65f6\uff0c\u5b83\u4eec\u4f1a\u8868\u73b0\u51fa\u8272\u3002\u4ece\u9879\u76ee\u7ba1\u7406\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5b83\u4eec\u63d0\u4f9b\u8f83\u4f4e\u7684\u8bbe\u7f6e\u6210\u672c\u5e76\u63d0\u4f9b\u826f\u597d\u7684\u603b\u4f53\u7cbe\u5ea6\uff0c\u4f7f\u5b83\u4eec\u6210\u4e3a\u65e9\u671f\u539f\u578b\u548c\u901a\u7528\u52a9\u624b\u7684\u9ed8\u8ba4\u9009\u62e9\u3002<\/p>\n<p>\u76f8\u53cd\uff0c\u56fe RAG \u66f4\u9002\u5408\u5177\u6709\u56fa\u6709\u7ed3\u6784\u6216\u534a\u7ed3\u6784\u5316\u5173\u7cfb\u7684\u6570\u636e\uff0c\u4f8b\u5982\u8d22\u52a1\u8bb0\u5f55\u3001\u4ee3\u7801\u5e93\u4f9d\u8d56\u6027\u6216\u590d\u6742\u7684\u6cd5\u5f8b\u6587\u6863\u3002\u5f53\u67e5\u8be2\u9700\u8981\u7cbe\u786e\u3001\u660e\u786e\u7684\u7b54\u6848\uff08\u4f8b\u5982\u201cX \u4e0e Y \u5230\u5e95\u6709\u4ec0\u4e48\u5173\u7cfb\uff1f\u201d\uff09\u65f6\uff0c\u5b83\u662f\u5408\u9002\u7684\u67b6\u6784\u3002\u6216\u201c\u8fd9\u4e2a\u7279\u5b9a\u7ec4\u4ef6\u7684\u6240\u6709\u4f9d\u8d56\u9879\u662f\u4ec0\u4e48\uff1f\u201d\u56fe RAG \u7cfb\u7edf\u8f83\u9ad8\u7684\u8bbe\u7f6e\u6210\u672c\u548c\u6301\u7eed\u7ef4\u62a4\u5f00\u9500\u662f\u5408\u7406\u7684\uff0c\u56e0\u4e3a\u5b83\u80fd\u591f\u5728\u77e2\u91cf\u641c\u7d22\u53ef\u80fd\u4ea7\u751f\u5e7b\u89c9\u3001\u8fc7\u5ea6\u6982\u62ec\u6216\u5931\u8d25\u7684\u7279\u5b9a\u8fde\u63a5\u4e0a\u63d0\u4f9b\u9ad8\u7cbe\u5ea6\u3002<\/p>\n<p>\u7136\u800c\uff0c\u9ad8\u7ea7\u4ee3\u7406\u5185\u5b58\u7684\u672a\u6765\u5e76\u4e0d\u5728\u4e8e\u9009\u62e9\u5176\u4e2d\u4e4b\u4e00\uff0c\u800c\u662f\u5728\u4e8e\u6df7\u5408\u67b6\u6784\u3002\u9886\u5148\u7684\u4ee3\u7406\u7cfb\u7edf\u8d8a\u6765\u8d8a\u591a\u5730\u7ed3\u5408\u8fd9\u4e24\u79cd\u65b9\u6cd5\u3002\u4e00\u79cd\u5e38\u89c1\u7684\u65b9\u6cd5\u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93\u4f5c\u4e3a\u521d\u59cb\u68c0\u7d22\u6b65\u9aa4\uff0c\u6267\u884c\u8bed\u4e49\u641c\u7d22\u4ee5\u5b9a\u4f4d\u5927\u91cf\u77e5\u8bc6\u56fe\u4e2d\u6700\u76f8\u5173\u7684\u6761\u76ee\u8282\u70b9\u3002\u4e00\u65e6\u8bc6\u522b\u51fa\u8fd9\u4e9b\u5165\u53e3\u70b9\uff0c\u7cfb\u7edf\u5c31\u4f1a\u8f6c\u5411\u56fe\u904d\u5386\uff0c\u63d0\u53d6\u8fde\u63a5\u5230\u8fd9\u4e9b\u8282\u70b9\u7684\u7cbe\u786e\u5173\u7cfb\u4e0a\u4e0b\u6587\u3002\u8fd9\u79cd\u6df7\u5408\u7ba1\u9053\u5c06\u77e2\u91cf\u5d4c\u5165\u7684\u5e7f\u6cdb\u3001\u6a21\u7cca\u56de\u5fc6\u4e0e\u56fe\u904d\u5386\u7684\u4e25\u683c\u3001\u786e\u5b9a\u6027\u7cbe\u5ea6\u7ed3\u5408\u8d77\u6765\u3002<\/p>\n<h2>\u7ed3\u8bba<\/h2>\n<p>\u77e2\u91cf\u6570\u636e\u5e93\u4ecd\u7136\u662f\u901a\u7528\u4ee3\u7406\u5185\u5b58\u6700\u5b9e\u7528\u7684\u8d77\u70b9\uff0c\u56e0\u4e3a\u5b83\u4eec\u6613\u4e8e\u90e8\u7f72\u4e14\u5177\u6709\u5f3a\u5927\u7684\u8bed\u4e49\u5339\u914d\u529f\u80fd\u3002\u5bf9\u4e8e\u8bb8\u591a\u5e94\u7528\u7a0b\u5e8f\uff0c\u4ece\u5ba2\u6237\u652f\u6301\u673a\u5668\u4eba\u5230\u57fa\u672c\u7f16\u7801\u52a9\u624b\uff0c\u5b83\u4eec\u63d0\u4f9b\u4e86\u8db3\u591f\u7684\u4e0a\u4e0b\u6587\u68c0\u7d22\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5f53\u6211\u4eec\u63a8\u52a8\u80fd\u591f\u5b9e\u73b0\u4f01\u4e1a\u7ea7\u5de5\u4f5c\u6d41\u7a0b\u7684\u81ea\u4e3b\u4ee3\u7406\uff08\u7531\u5fc5\u987b\u63a8\u7406\u590d\u6742\u4f9d\u8d56\u5173\u7cfb\u3001\u786e\u4fdd\u4e8b\u5b9e\u51c6\u786e\u6027\u5e76\u89e3\u91ca\u5176\u903b\u8f91\u7684\u4ee3\u7406\u7ec4\u6210\uff09\u65f6\uff0c\u56fe RAG \u6210\u4e3a\u4e00\u4e2a\u5173\u952e\u7684\u89e3\u9501\u70b9\u3002<\/p>\n<p>\u5f00\u53d1\u4eba\u5458\u6700\u597d\u91c7\u7528\u5206\u5c42\u65b9\u6cd5\uff1a\u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93\u542f\u52a8\u4ee3\u7406\u5185\u5b58\uff0c\u4ee5\u5b9e\u73b0\u57fa\u672c\u7684\u5bf9\u8bdd\u57fa\u7840\u3002\u968f\u7740\u667a\u80fd\u4f53\u63a8\u7406\u9700\u6c42\u7684\u589e\u957f\u5e76\u63a5\u8fd1\u8bed\u4e49\u641c\u7d22\u7684\u5b9e\u9645\u6781\u9650\uff0c\u6709\u9009\u62e9\u5730\u5f15\u5165\u77e5\u8bc6\u56fe\u6765\u6784\u5efa\u9ad8\u4ef7\u503c\u5b9e\u4f53\u548c\u6838\u5fc3\u64cd\u4f5c\u5173\u7cfb\u3002<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u77e2\u91cf\u6570\u636e\u5e93\u548c\u56fe RAG \u4f5c\u4e3a AI \u4ee3\u7406\u7684\u5185\u5b58\u67b6\u6784\u6709\u4f55\u4e0d\u540c\uff0c\u4ee5\u53ca\u6bcf\u79cd\u65b9\u6cd5\u4f55\u65f6\u66f4\u9002\u5408\u3002 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