{"id":70018,"date":"2026-02-01T13:05:09","date_gmt":"2026-02-01T05:05:09","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/70018.html"},"modified":"2026-02-01T13:05:09","modified_gmt":"2026-02-01T05:05:09","slug":"%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%88rag%ef%bc%89%e8%90%bd%e5%9c%b0%e5%ae%9e%e8%b7%b5%ef%bc%9a%e6%b7%b1%e5%85%a5%e5%89%96%e6%9e%90%e7%97%9b%e7%82%b9%e4%b8%8e%e7%b3%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/70018.html","title":{"rendered":"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u843d\u5730\u5b9e\u8df5\uff1a\u6df1\u5165\u5256\u6790\u75db\u70b9\u4e0e\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848"},"content":{"rendered":"<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u6280\u672f\u51ed\u501f\u5176\u72ec\u7279\u7684\u201c\u68c0\u7d22&#043;\u751f\u6210\u201d\u8303\u5f0f&#xff0c;\u5df2\u6210\u4e3a\u8fde\u63a5\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7684\u5173\u952e\u6865\u6881\u3002\u7136\u800c&#xff0c;\u5728\u5b9e\u9645\u90e8\u7f72\u4e0e\u89c4\u6a21\u5316\u5e94\u7528\u4e2d&#xff0c;RAG\u7cfb\u7edf\u9762\u4e34\u7740\u4e00\u7cfb\u5217\u6df1\u523b\u7684\u6280\u672f\u6311\u6218\u4e0e\u5de5\u7a0b\u96be\u9898\u3002\u672c\u6587\u5c06\u4ece\u5de5\u7a0b\u5b9e\u8df5\u89c6\u89d2&#xff0c;\u7cfb\u7edf\u6027\u5730\u5256\u6790RAG\u5e94\u7528\u4e2d\u7684\u6838\u5fc3\u75db\u70b9&#xff0c;\u5e76\u63d0\u51fa\u4e00\u5957\u5206\u5c42\u3001\u53ef\u64cd\u4f5c\u7684\u89e3\u51b3\u65b9\u6848\u6846\u67b6&#xff0c;\u65e8\u5728\u4e3a\u6784\u5efa\u9ad8\u6027\u80fd\u3001\u53ef\u9760\u7684\u4f01\u4e1a\u7ea7RAG\u7cfb\u7edf\u63d0\u4f9b\u6280\u672f\u6307\u5bfc\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001RAG\u7684\u7406\u60f3\u4e0e\u73b0\u5b9e<\/h3>\n<p>\u7406\u8bba\u4e0a&#xff0c;RAG\u7684\u6d41\u7a0b\u7b80\u6d01\u800c\u4f18\u96c5&#xff1a;\u67e5\u8be2 \u2192 \u68c0\u7d22 \u2192 \u589e\u5f3a \u2192 \u751f\u6210\u3002\u4f46\u73b0\u5b9e\u4e2d\u7684RAG\u5e94\u7528&#xff0c;\u5374\u5e38\u5e38\u9677\u5165\u201c\u77e5\u8bc6\u8ff7\u5931\u201d\u3001\u201c\u7b54\u975e\u6240\u95ee\u201d\u6216\u201c\u5e7b\u89c9\u4f9d\u65e7\u201d\u7684\u56f0\u5883\u3002\u95ee\u9898\u7684\u6839\u6e90\u5728\u4e8e&#xff0c;RAG\u5e76\u975e\u4e00\u4e2a\u7b80\u5355\u7684\u201c\u62fc\u63a5\u201d\u7cfb\u7edf&#xff0c;\u800c\u662f\u4e00\u4e2a\u7531\u6587\u6863\u5904\u7406\u3001\u5411\u91cf\u5316\u3001\u68c0\u7d22\u3001\u63d0\u793a\u5de5\u7a0b\u3001\u751f\u6210\u6a21\u578b\u7b49\u591a\u4e2a\u73af\u8282\u7d27\u5bc6\u8026\u5408\u7684\u590d\u6742\u7cfb\u7edf\u5de5\u7a0b&#xff0c;\u4efb\u4e00\u73af\u8282\u7684\u8584\u5f31\u90fd\u5c06\u5bfc\u81f4\u7cfb\u7edf\u6027\u80fd\u7684\u6307\u6570\u7ea7\u8870\u51cf\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001RAG\u5e94\u7528\u7684\u6838\u5fc3\u75db\u70b9\u5256\u6790<\/h3>\n<h4>\u75db\u70b9\u4e00&#xff1a;\u68c0\u7d22\u8d28\u91cf\u2014\u2014\u201c\u627e\u4e0d\u51c6\u3001\u627e\u4e0d\u5168\u201d<\/h4>\n<ul>\n<li>\u73b0\u8c61&#xff1a;\u7cfb\u7edf\u68c0\u7d22\u5230\u7684\u6587\u6863\u7247\u6bb5\u4e0e\u7528\u6237\u771f\u5b9e\u610f\u56fe\u4e0d\u76f8\u5173&#xff0c;\u6216\u9057\u6f0f\u4e86\u5173\u952e\u4fe1\u606f\u3002<\/li>\n<li>\u6df1\u5c42\u539f\u56e0&#xff1a;\n<li>\u8bed\u4e49\u9e3f\u6c9f&#xff1a;\u7528\u6237\u7684\u67e5\u8be2&#xff08;Query&#xff09;\u4e0e\u77e5\u8bc6\u5e93\u6587\u6863\u7684\u8868\u8ff0\u65b9\u5f0f&#xff08;Language&#xff09;\u5b58\u5728\u5dee\u5f02&#xff0c;\u7b80\u5355\u7684\u5411\u91cf\u76f8\u4f3c\u5ea6\u96be\u4ee5\u5339\u914d\u3002<\/li>\n<li>\u5206\u5757\u7b56\u7565\u4e0d\u5f53&#xff1a;\u56fa\u5b9a\u957f\u5ea6\u3001\u65e0\u89c6\u8bed\u4e49\u8fb9\u754c\u7684\u5206\u5757&#xff0c;\u5bfc\u81f4\u5173\u952e\u4fe1\u606f\u88ab\u5272\u88c2&#xff08;\u5982\u4e00\u4e2a\u6b65\u9aa4\u88ab\u62c6\u5230\u4e24\u4e2a\u5757\u4e2d&#xff09;\u3002<\/li>\n<li>\u67e5\u8be2\u8868\u8ff0\u5355\u4e00&#xff1a;\u7528\u6237\u7684\u521d\u59cb\u67e5\u8be2\u53ef\u80fd\u6a21\u7cca\u3001\u7b80\u77ed\u6216\u5305\u542b\u6b67\u4e49\u3002<\/li>\n<li>\u591a\u8f6e\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u4e22\u5931&#xff1a;\u5728\u5bf9\u8bdd\u4e2d&#xff0c;\u540e\u7eed\u95ee\u9898\u8131\u79bb\u4e86\u4e4b\u524d\u7684\u8bed\u5883&#xff0c;\u5bfc\u81f4\u68c0\u7d22\u5931\u6548\u3002<\/li>\n<\/li>\n<\/ul>\n<h4>\u75db\u70b9\u4e8c&#xff1a;\u4e0a\u4e0b\u6587\u7ba1\u7406\u2014\u2014\u201c\u585e\u4e0d\u4e0b\u3001\u7406\u4e0d\u6e05\u201d<\/h4>\n<ul>\n<li>\u73b0\u8c61&#xff1a;\u68c0\u7d22\u5230\u7684\u76f8\u5173\u6587\u6863\u8fc7\u591a\u3001\u8fc7\u957f&#xff0c;\u8d85\u51fa\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3&#xff0c;\u6216\u4fe1\u606f\u5197\u4f59\u77db\u76fe&#xff0c;\u5bfc\u81f4\u751f\u6210\u6a21\u578b\u201c\u6ce8\u610f\u529b\u6da3\u6563\u201d\u3002<\/li>\n<li>\u6df1\u5c42\u539f\u56e0&#xff1a;\n<li>\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236&#xff1a;\u5373\u4f7f\u662f\u6700\u65b0\u4e00\u4ee3\u6a21\u578b&#xff0c;\u5176\u6709\u6548\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e5f\u6709\u9650\u3002<\/li>\n<li>\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u566a\u58f0&#xff1a;\u8fd4\u56de\u7684Top-K\u4e2a\u7247\u6bb5\u53ef\u80fd\u5305\u542b\u91cd\u590d\u3001\u51b2\u7a81\u6216\u6b21\u8981\u4fe1\u606f&#xff0c;\u6df9\u6ca1\u6838\u5fc3\u7b54\u6848\u3002<\/li>\n<li>\u7f3a\u4e4f\u903b\u8f91\u6574\u5408&#xff1a;\u68c0\u7d22\u7cfb\u7edf\u53ea\u662f\u201c\u63a8\u9001\u201d\u7247\u6bb5&#xff0c;\u672a\u80fd\u5bf9\u591a\u6e90\u4fe1\u606f\u8fdb\u884c\u53bb\u91cd\u3001\u6392\u5e8f\u548c\u903b\u8f91\u5173\u8054\u3002<\/li>\n<\/li>\n<\/ul>\n<h4>\u75db\u70b9\u4e09&#xff1a;\u751f\u6210\u5e7b\u89c9\u4e0e\u5fe0\u5b9e\u5ea6\u2014\u2014\u201c\u4e0d\u542c\u8bdd\u3001\u4e71\u53d1\u6325\u201d<\/h4>\n<ul>\n<li>\u73b0\u8c61&#xff1a;\u5373\u4f7f\u68c0\u7d22\u5230\u4e86\u6b63\u786e\u7b54\u6848&#xff0c;\u751f\u6210\u6a21\u578b\u4ecd\u7136\u4f1a\u7f16\u9020\u4fe1\u606f&#xff08;\u5e7b\u89c9&#xff09;&#xff0c;\u6216\u65e0\u89c6\u68c0\u7d22\u5185\u5bb9&#xff0c;\u81ea\u884c\u53d1\u6325\u3002<\/li>\n<li>\u6df1\u5c42\u539f\u56e0&#xff1a;\n<li>\u6a21\u578b\u56fa\u6709\u503e\u5411&#xff1a;\u5927\u8bed\u8a00\u6a21\u578b\u57fa\u4e8e\u5176\u9884\u8bad\u7ec3\u77e5\u8bc6\u751f\u6210\u6587\u672c\u7684\u503e\u5411\u6027\u6781\u5f3a&#xff0c;\u53ef\u80fd\u538b\u5236\u68c0\u7d22\u5230\u7684\u5916\u90e8\u8bc1\u636e\u3002<\/li>\n<li>\u63d0\u793a\u5de5\u7a0b\u8584\u5f31&#xff1a;\u6307\u4ee4&#xff08;Instruction&#xff09;\u8bbe\u8ba1\u4e0d\u6e05\u6670&#xff0c;\u672a\u80fd\u5f3a\u5236\u6a21\u578b\u201c\u4e25\u683c\u4f9d\u636e\u4e0a\u4e0b\u6587\u56de\u7b54\u201d\u3002<\/li>\n<li>\u8bc1\u636e\u51b2\u7a81&#xff1a;\u5f53\u68c0\u7d22\u5230\u7684\u4e0d\u540c\u7247\u6bb5\u4fe1\u606f\u77db\u76fe\u65f6&#xff0c;\u6a21\u578b\u53ef\u80fd\u4ea7\u751f\u6df7\u6dc6\u3002<\/li>\n<\/li>\n<\/ul>\n<h4>\u75db\u70b9\u56db&#xff1a;\u77e5\u8bc6\u66f4\u65b0\u4e0e\u4e00\u81f4\u6027\u2014\u2014\u201c\u5b66\u5f97\u6162\u3001\u6613\u51fa\u9519\u201d<\/h4>\n<ul>\n<li>\u73b0\u8c61&#xff1a;\u77e5\u8bc6\u5e93\u66f4\u65b0\u540e&#xff08;\u5982\u653f\u7b56\u53d8\u66f4\u3001\u4ea7\u54c1\u5347\u7ea7&#xff09;&#xff0c;\u7cfb\u7edf\u4ecd\u57fa\u4e8e\u65e7\u77e5\u8bc6\u751f\u6210\u7b54\u6848&#xff0c;\u6216\u4e0d\u540c\u65f6\u95f4\u70b9\u7684\u7b54\u6848\u76f8\u4e92\u77db\u76fe\u3002<\/li>\n<li>\u6df1\u5c42\u539f\u56e0&#xff1a;\n<li>\u5411\u91cf\u5e93\u66f4\u65b0\u5ef6\u8fdf&#xff1a;\u5168\u91cf\u91cd\u5efa\u5411\u91cf\u7d22\u5f15\u6210\u672c\u9ad8\u3001\u8017\u65f6\u957f&#xff0c;\u96be\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u66f4\u65b0\u3002<\/li>\n<li>\u7248\u672c\u7ba1\u7406\u7f3a\u5931&#xff1a;\u672a\u5bf9\u77e5\u8bc6\u6587\u6863\u8fdb\u884c\u6709\u6548\u7684\u7248\u672c\u63a7\u5236\u548c\u65f6\u6548\u6027\u6807\u8bb0\u3002<\/li>\n<li>\u7f13\u5b58\u6c61\u67d3&#xff1a;\u5e94\u7528\u7684\u7f13\u5b58\u673a\u5236\u672a\u968f\u77e5\u8bc6\u66f4\u65b0\u800c\u53ca\u65f6\u5931\u6548\u3002<\/li>\n<\/li>\n<\/ul>\n<h4>\u75db\u70b9\u4e94&#xff1a;\u7cfb\u7edf\u8bc4\u4f30\u4e0e\u8fed\u4ee3\u2014\u2014\u201c\u9ed1\u76d2\u5316\u3001\u8c03\u4f18\u96be\u201d<\/h4>\n<ul>\n<li>\u73b0\u8c61&#xff1a;RAG\u7cfb\u7edf\u6548\u679c\u4e0d\u4f73\u65f6&#xff0c;\u96be\u4ee5\u5b9a\u4f4d\u662f\u68c0\u7d22\u3001\u5206\u5757\u8fd8\u662f\u751f\u6210\u73af\u8282\u7684\u95ee\u9898&#xff0c;\u4f18\u5316\u8fc7\u7a0b\u50cf\u201c\u76f2\u4eba\u6478\u8c61\u201d\u3002<\/li>\n<li>\u6df1\u5c42\u539f\u56e0&#xff1a;\n<li>\u8bc4\u4f30\u6307\u6807\u590d\u6742&#xff1a;\u9700\u540c\u65f6\u8bc4\u4f30\u68c0\u7d22\u76f8\u5173\u6027&#xff08;Recall, Precision&#xff09;\u3001\u751f\u6210\u7b54\u6848\u7684\u5fe0\u5b9e\u5ea6&#xff08;Faithfulness&#xff09;\u3001\u51c6\u786e\u6027&#xff08;Answer Correctness&#xff09;\u548c\u6d41\u7545\u5ea6\u3002<\/li>\n<li>\u7aef\u5230\u7aef\u8bc4\u4f30\u56f0\u96be&#xff1a;\u68c0\u7d22\u4e0e\u751f\u6210\u76f8\u4e92\u5f71\u54cd&#xff0c;\u5b64\u7acb\u8bc4\u4f30\u65e0\u6cd5\u53cd\u6620\u771f\u5b9e\u6027\u80fd\u3002<\/li>\n<li>\u7f3a\u4e4f\u6807\u51c6\u5316\u5de5\u5177\u94fe&#xff1a;\u4ece\u6570\u636e\u51c6\u5907\u5230\u7ebf\u4e0a\u76d1\u63a7&#xff0c;\u7f3a\u4e4f\u6210\u719f\u7684\u3001\u5168\u94fe\u8def\u8bc4\u4f30\u8c03\u8bd5\u5de5\u5177\u3002<\/li>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e09\u3001\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848\u63a2\u7d22<\/h3>\n<p>\u9488\u5bf9\u4e0a\u8ff0\u75db\u70b9&#xff0c;\u6211\u4eec\u9700\u8981\u6784\u5efa\u4e00\u4e2a\u5206\u5c42\u6b21\u3001\u53ef\u89c2\u6d4b\u3001\u53ef\u8fed\u4ee3\u7684RAG\u7cfb\u7edf\u3002<\/p>\n<h4>\u89e3\u51b3\u65b9\u6848\u4e00&#xff1a;\u63d0\u5347\u68c0\u7d22\u8d28\u91cf\u7684\u7ec4\u5408\u7b56\u7565<\/h4>\n<li>\u67e5\u8be2\u7406\u89e3\u4e0e\u91cd\u5199&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u4f7f\u7528\u4e00\u4e2a\u8f7b\u91cf\u7ea7LLM\u5bf9\u539f\u59cb\u67e5\u8be2\u8fdb\u884c\u6269\u5c55&#xff08;Query Expansion&#xff09;&#xff0c;\u751f\u6210\u591a\u4e2a\u76f8\u5173\u95ee\u9898&#xff1b;\u6216\u8fdb\u884c\u91cd\u5199&#xff08;Query Rewriting&#xff09;&#xff0c;\u4f7f\u5176\u66f4\u6e05\u6670\u3001\u66f4\u7b26\u5408\u6587\u6863\u98ce\u683c\u3002\u4f8b\u5982&#xff0c;\u9488\u5bf9\u201c\u600e\u4e48\u62a5\u9500&#xff1f;\u201d\u53ef\u6269\u5c55\u4e3a\u201c\u5458\u5de5\u5dee\u65c5\u8d39\u62a5\u9500\u6d41\u7a0b\u662f\u4ec0\u4e48&#xff1f;\u201d\u3001\u201c\u62a5\u9500\u5355\u6a21\u677f\u5728\u54ea\u4e0b\u8f7d&#xff1f;\u201d\u3002<\/li>\n<li>\u9ad8\u7ea7\u7b56\u7565&#xff1a;\u5e94\u7528 HyDE&#xff08;\u5047\u8bbe\u6027\u6587\u6863\u5d4c\u5165&#xff09; &#xff1a;\u8ba9LLM\u6839\u636e\u67e5\u8be2\u751f\u6210\u4e00\u4e2a\u5047\u8bbe\u6027\u7b54\u6848&#xff08;\u6587\u6863&#xff09;&#xff0c;\u7528\u8fd9\u4e2a\u5047\u8bbe\u6587\u6863\u7684\u5411\u91cf\u53bb\u68c0\u7d22&#xff0c;\u80fd\u66f4\u597d\u5730\u5339\u914d\u7b54\u6848\u7684\u8bed\u4e49\u7a7a\u95f4\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u667a\u80fd\u5316\u6587\u6863\u5206\u5757&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u6452\u5f03\u7b80\u5355\u7684\u56fa\u5b9a\u957f\u5ea6\u5206\u5757&#xff0c;\u91c7\u7528\u8bed\u4e49\u5206\u5757&#xff08;Semantic Chunking&#xff09;\u3002\u5229\u7528\u53e5\u5b50\u5d4c\u5165\u3001\u6587\u672c\u5206\u5272\u6a21\u578b&#xff08;\u5982semantic-text-splitter&#xff09;\u6216LLM\u672c\u8eab&#xff0c;\u5728\u81ea\u7136\u8bed\u4e49\u8fb9\u754c&#xff08;\u5982\u6bb5\u843d\u3001\u7ae0\u8282&#xff09;\u5904\u5207\u5206\u3002<\/li>\n<li>\u591a\u7c92\u5ea6\u7d22\u5f15&#xff1a;\u5efa\u7acb\u5c42\u6b21\u5316\u7d22\u5f15&#xff08;Hierarchical Indexing&#xff09;\u3002\u540c\u65f6\u5b58\u50a8\u201c\u7c97\u7c92\u5ea6\u6458\u8981\u201d\u548c\u201c\u7ec6\u7c92\u5ea6\u7ec6\u8282\u201d&#xff0c;\u68c0\u7d22\u65f6\u5148\u5b9a\u4f4d\u5927\u81f4\u8303\u56f4&#xff0c;\u518d\u6df1\u5165\u7ec6\u8282\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6df7\u5408\u68c0\u7d22\u4e0e\u91cd\u6392\u5e8f&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u91c7\u7528 \u201c\u5173\u952e\u8bcd\u68c0\u7d22&#xff08;\u5982BM25&#xff09;&#043; \u5411\u91cf\u68c0\u7d22\u201d \u7684\u6df7\u5408\u6a21\u5f0f&#xff0c;\u53d6\u957f\u8865\u77ed\u3002\u5728\u521d\u6b65\u68c0\u7d22\u540e&#xff0c;\u5f15\u5165 \u201c\u91cd\u6392\u5e8f&#xff08;Re-Ranker&#xff09;\u201d\u6a21\u578b&#xff08;\u5982bge-reranker, Cohere Rerank&#xff09;&#xff0c;\u5bf9Top-N\u4e2a\u7247\u6bb5\u8fdb\u884c\u66f4\u7cbe\u7ec6\u7684\u76f8\u5173\u6027\u6253\u5206&#xff0c;\u7b5b\u9009\u51fa\u6700\u76f8\u5173\u7684Top-K\u4e2a\u3002\u8fd9\u662f\u63d0\u5347\u7cbe\u5ea6\u6700\u6709\u6548\u7684\u624b\u6bb5\u4e4b\u4e00\u3002<\/li>\n<li>\u591a\u8f6e\u5bf9\u8bdd&#xff1a;\u5c06\u6574\u4e2a\u5bf9\u8bdd\u5386\u53f2&#xff08;\u6216\u5386\u53f2\u6458\u8981&#xff09;\u4e0e\u5f53\u524d\u95ee\u9898\u4e00\u540c\u7f16\u7801\u4e3a\u68c0\u7d22\u67e5\u8be2\u3002<\/li>\n<\/ul>\n<\/li>\n<h4>\u89e3\u51b3\u65b9\u6848\u4e8c&#xff1a;\u7cbe\u7ec6\u5316\u4e0a\u4e0b\u6587\u7ba1\u7406\u4e0e\u7f16\u6392<\/h4>\n<li>\u52a8\u6001\u4e0a\u4e0b\u6587\u9009\u62e9&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u5b9e\u73b0 \u201c\u68c0\u7d22-\u538b\u7f29\u201d \u6216 \u201c\u9009\u62e9\u6027\u4e0a\u4e0b\u6587\u201d \u673a\u5236\u3002\u4f8b\u5982&#xff0c;\u4f7f\u7528LLM\u6216\u66f4\u5c0f\u7684\u6a21\u578b\u5bf9\u68c0\u7d22\u5230\u7684\u591a\u4e2a\u7247\u6bb5\u8fdb\u884c\u6458\u8981\u3001\u53bb\u91cd\u3001\u53bb\u51b2\u7a81&#xff0c;\u4ec5\u63d0\u53d6\u4e0e\u95ee\u9898\u6700\u76f8\u5173\u7684\u6838\u5fc3\u4fe1\u606f&#xff0c;\u518d\u7ec4\u5408\u6210\u6700\u7ec8\u4e0a\u4e0b\u6587\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u5143\u6570\u636e\u8fc7\u6ee4\u4e0e\u8def\u7531&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u4e3a\u6bcf\u4e2a\u6587\u6863\u5757\u9644\u52a0\u4e30\u5bcc\u7684\u5143\u6570\u636e&#xff08;\u5982\u6587\u6863\u6765\u6e90\u3001\u66f4\u65b0\u65f6\u95f4\u3001\u7ae0\u8282\u6807\u9898\u3001\u4e3b\u9898\u6807\u7b7e&#xff09;\u3002\u68c0\u7d22\u65f6&#xff0c;\u5148\u901a\u8fc7\u5143\u6570\u636e\u8fc7\u6ee4\u7f29\u5c0f\u8303\u56f4&#xff08;\u4f8b\u5982&#xff0c;\u201c\u4ec5\u57282024\u5e74\u7684\u7528\u6237\u624b\u518c\u4e2d\u641c\u7d22\u201d&#xff09;&#xff0c;\u518d\u8fdb\u884c\u5411\u91cf\u68c0\u7d22&#xff0c;\u5927\u5e45\u63d0\u5347\u6548\u7387\u4e0e\u7cbe\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n<h4>\u89e3\u51b3\u65b9\u6848\u4e09&#xff1a;\u7ea6\u675f\u751f\u6210\u4e0e\u63d0\u5347\u5fe0\u5b9e\u5ea6<\/h4>\n<li>\u5f3a\u6307\u4ee4\u63d0\u793a\u5de5\u7a0b&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u8bbe\u8ba1\u5f3a\u7ea6\u675f\u6027\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd&#xff0c;\u4f8b\u5982&#xff1a;\u201c\u8bf7\u4e25\u683c\u3001\u7cbe\u786e\u5730\u4f9d\u636e\u4ee5\u4e0b\u63d0\u4f9b\u7684\u4e0a\u4e0b\u6587\u5185\u5bb9\u56de\u7b54\u95ee\u9898\u3002\u5982\u679c\u7b54\u6848\u4e0d\u5728\u4e0a\u4e0b\u6587\u4e2d&#xff0c;\u8bf7\u660e\u786e\u8bf4\u2018\u6839\u636e\u5df2\u77e5\u4fe1\u606f\u65e0\u6cd5\u56de\u7b54\u8be5\u95ee\u9898\u2019\u3002\u7981\u6b62\u7f16\u9020\u6216\u5229\u7528\u5916\u90e8\u77e5\u8bc6\u3002\u201d \u5e76\u5728Few-shot\u793a\u4f8b\u4e2d\u5f3a\u5316\u8fd9\u4e00\u884c\u4e3a\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u540e\u5904\u7406\u4e0e\u5f15\u7528&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u8981\u6c42\u6a21\u578b\u5728\u751f\u6210\u7b54\u6848\u7684\u540c\u65f6&#xff0c;\u5f15\u7528\u5176\u4f9d\u636e\u7684\u539f\u6587\u7247\u6bb5&#xff08;\u5982\u6807\u8bb0\u6765\u6e90\u7f16\u53f7&#xff09;\u3002\u8fd9\u4e0d\u4ec5\u589e\u52a0\u4e86\u53ef\u89e3\u91ca\u6027&#xff0c;\u8fd8\u53ef\u4ee5\u901a\u8fc7\u68c0\u67e5\u5f15\u7528\u662f\u5426\u771f\u5b9e\u3001\u51c6\u786e&#xff0c;\u6765\u4e8b\u540e\u9a8c\u8bc1\u751f\u6210\u5185\u5bb9\u7684\u5fe0\u5b9e\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u77e5\u8bc6\u611f\u77e5\u5fae\u8c03&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u5728\u7279\u5b9a\u9886\u57df\u6570\u636e\u4e0a\u5bf9\u57fa\u7840\u751f\u6210\u6a21\u578b\u8fdb\u884c\u8f7b\u91cf\u7ea7\u5fae\u8c03&#xff08;\u5982LoRA&#xff09;&#xff0c;\u5f3a\u5316\u5176\u201c\u9075\u4ece\u4e0a\u4e0b\u6587\u201d\u7684\u503e\u5411&#xff0c;\u5f31\u5316\u5176\u5185\u90e8\u77e5\u8bc6\u7684\u6743\u91cd&#xff0c;\u4f7f\u5176\u66f4\u201c\u542c\u8bdd\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<h4>\u89e3\u51b3\u65b9\u6848\u56db&#xff1a;\u5b9e\u73b0\u9ad8\u6548\u3001\u4e00\u81f4\u7684\u77e5\u8bc6\u7ba1\u7406<\/h4>\n<li>\u589e\u91cf\u66f4\u65b0\u4e0e\u5b9e\u65f6\u7d22\u5f15&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u91c7\u7528\u652f\u6301\u589e\u91cf\u66f4\u65b0\u7684\u5411\u91cf\u6570\u636e\u5e93&#xff08;\u5982Pinecone, Weaviate, Qdrant&#xff09;\u3002\u5f53\u6587\u6863\u66f4\u65b0\u65f6&#xff0c;\u53ea\u5bf9\u65b0\u589e\u6216\u53d8\u66f4\u7684\u5757\u8fdb\u884c\u5411\u91cf\u5316\u5e76\u66f4\u65b0\u7d22\u5f15&#xff0c;\u800c\u975e\u5168\u91cf\u91cd\u5efa\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u77e5\u8bc6\u7248\u672c\u5316\u4e0e\u65f6\u6548\u6027\u611f\u77e5&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u5728\u5143\u6570\u636e\u4e2d\u5f3a\u5236\u5305\u542b\u6587\u6863\u7684\u201c\u6709\u6548\u8d77\u59cb\u65f6\u95f4\u201d\u548c\u201c\u5931\u6548\u65f6\u95f4\u201d\u3002\u5728\u68c0\u7d22\u6216\u751f\u6210\u65f6&#xff0c;\u5f15\u5165\u4e00\u4e2a\u65f6\u95f4\u611f\u77e5\u8fc7\u6ee4\u5668&#xff0c;\u786e\u4fdd\u53ea\u4f7f\u7528\u5f53\u524d\u6709\u6548\u7248\u672c\u7684\u77e5\u8bc6\u3002<\/li>\n<li>\u7b56\u7565&#xff1a;\u5bf9\u4e8e\u91cd\u5927\u77e5\u8bc6\u53d8\u66f4&#xff0c;\u53ef\u8bbe\u8ba1\u53cc\u7d22\u5f15\u5e76\u884c\u7684\u8fc7\u6e21\u671f&#xff0c;\u9010\u6b65\u5c06\u6d41\u91cf\u5207\u81f3\u65b0\u7d22\u5f15\u3002<\/li>\n<\/ul>\n<\/li>\n<h4>\u89e3\u51b3\u65b9\u6848\u4e94&#xff1a;\u6784\u5efa\u53ef\u89c2\u6d4b\u3001\u53ef\u8bc4\u4f30\u7684\u8fed\u4ee3\u95ed\u73af<\/h4>\n<li>\u5f15\u5165RAG\u8bc4\u4f30\u6846\u67b6&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u91c7\u7528\u5982 RAGAS\u3001TruLens\u3001ARES \u7b49\u4e13\u95e8\u8bc4\u4f30\u6846\u67b6\u3002\u5b83\u4eec\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u81ea\u52a8\u5316\u8bc4\u4f30\u6307\u6807&#xff1a;\n<ul>\n<li>\u4e0a\u4e0b\u6587\u76f8\u5173\u6027&#xff1a;\u68c0\u7d22\u5230\u7684\u5185\u5bb9\u662f\u5426\u4e0e\u95ee\u9898\u76f8\u5173&#xff1f;<\/li>\n<li>\u7b54\u6848\u5fe0\u5b9e\u5ea6&#xff1a;\u7b54\u6848\u662f\u5426\u5b8c\u5168\u57fa\u4e8e\u7ed9\u5b9a\u4e0a\u4e0b\u6587&#xff1f;<\/li>\n<li>\u7b54\u6848\u51c6\u786e\u6027&#xff1a;\u4e0e\u6807\u51c6\u7b54\u6848\u76f8\u6bd4&#xff0c;\u4e8b\u5b9e\u662f\u5426\u6b63\u786e&#xff1f;<\/li>\n<li>\u4e0a\u4e0b\u6587\u53ec\u56de\u7387&#xff1a;\u68c0\u7d22\u662f\u5426\u6db5\u76d6\u4e86\u6807\u51c6\u7b54\u6848\u6240\u9700\u7684\u6240\u6709\u4fe1\u606f&#xff1f;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u5efa\u7acb\u8bc4\u4f30\u6570\u636e\u96c6\u4e0e\u76d1\u63a7&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u6784\u5efa\u8986\u76d6\u6838\u5fc3\u573a\u666f\u3001\u8fb9\u7f18\u6848\u4f8b\u7684\u6d4b\u8bd5\u67e5\u8be2\u96c6&#xff08;Golden Set&#xff09;&#xff0c;\u5b9a\u671f\u81ea\u52a8\u5316\u8fd0\u884c&#xff0c;\u8ddf\u8e2a\u5173\u952e\u6307\u6807\u53d8\u5316\u3002<\/li>\n<li>\u5b9e\u8df5&#xff1a;\u5728\u7ebf\u4e0a\u7cfb\u7edf\u90e8\u7f72\u7ed3\u6784\u5316\u65e5\u5fd7&#xff0c;\u8bb0\u5f55\u6bcf\u6b21\u4ea4\u4e92\u7684\u67e5\u8be2\u3001\u68c0\u7d22\u7247\u6bb5\u3001\u751f\u6210\u7b54\u6848\u3001\u5f15\u7528\u6765\u6e90\u53ca\u7528\u6237\u53cd\u9988&#xff08;\u5982\u70b9\u8d5e\/\u70b9\u8e29&#xff09;&#xff0c;\u5f62\u6210\u6301\u7eed\u4f18\u5316\u7684\u6570\u636e\u98de\u8f6e\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6a21\u5757\u5316\u4e0e\u53ef\u8c03\u8bd5\u67b6\u6784&#xff1a;\n<ul>\n<li>\u6280\u672f&#xff1a;\u5c06RAG\u7ba1\u9053\u62c6\u5206\u4e3a\u6e05\u6670\u7684\u3001\u53ef\u72ec\u7acb\u6d4b\u8bd5\u7684\u6a21\u5757&#xff08;\u5206\u5757\u3001\u68c0\u7d22\u3001\u91cd\u6392\u5e8f\u3001\u751f\u6210&#xff09;\u3002\u5f53\u6548\u679c\u4e0b\u964d\u65f6&#xff0c;\u53ef\u4ee5\u901a\u8fc7A\/B\u6d4b\u8bd5\u6216\u62e6\u622a\u4e2d\u95f4\u7ed3\u679c&#xff0c;\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u6a21\u5757\u3002<\/li>\n<\/ul>\n<\/li>\n<hr \/>\n<h3>\u56db\u3001\u7ed3\u8bba\u4e0e\u5c55\u671b<\/h3>\n<p>RAG\u7684\u90e8\u7f72\u5e76\u975e\u4e00\u52b3\u6c38\u9038&#xff0c;\u800c\u662f\u4e00\u4e2a\u9700\u8981\u6301\u7eed\u8c03\u4f18\u548c\u8fed\u4ee3\u7684\u52a8\u6001\u8fc7\u7a0b\u3002\u5176\u6838\u5fc3\u75db\u70b9\u591a\u6e90\u4e8e\u5c06\u590d\u6742\u77e5\u8bc6\u95ee\u9898\u7b80\u5355\u5316\u4e3a\u4e00\u4e2a\u201c\u68c0\u7d22-\u62fc\u63a5\u201d\u4efb\u52a1\u3002<\/p>\n<p>\u672a\u6765\u7684RAG\u7cfb\u7edf\u5c06\u671d\u7740\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u5411\u53d1\u5c55&#xff1a;<\/p>\n<li>\u7aef\u5230\u7aef\u4f18\u5316&#xff1a;\u8054\u5408\u8bad\u7ec3\u68c0\u7d22\u5668\u548c\u751f\u6210\u5668&#xff0c;\u8ba9\u4e24\u8005\u5728\u4efb\u52a1\u76ee\u6807\u4e0b\u534f\u540c\u8fdb\u5316\u3002<\/li>\n<li>\u667a\u80fd\u4f53\u5316&#xff1a;RAG\u5c06\u4e0e\u667a\u80fd\u4f53&#xff08;Agent&#xff09;\u6846\u67b6\u878d\u5408&#xff0c;\u5177\u5907\u4e3b\u52a8\u8ffd\u95ee\u3001\u591a\u6b65\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u7684\u80fd\u529b&#xff0c;\u4ee5\u5e94\u5bf9\u66f4\u590d\u6742\u7684\u77e5\u8bc6\u4efb\u52a1\u3002<\/li>\n<li>\u6807\u51c6\u5316\u4e0e\u5e73\u53f0\u5316&#xff1a;\u51fa\u73b0\u66f4\u591a\u50cfLlamaIndex\u3001LangChain\u8fd9\u6837\u63d0\u4f9b\u9ad8\u5c42\u6b21\u62bd\u8c61\u548c\u6700\u4f73\u5b9e\u8df5\u96c6\u6210\u7684\u6846\u67b6&#xff0c;\u964d\u4f4e\u5de5\u7a0b\u95e8\u69db\u3002<\/li>\n<p>\u6700\u7ec8&#xff0c;\u6210\u529f\u7684RAG\u5e94\u7528 &#061; \u5bf9\u9886\u57df\u77e5\u8bc6\u7684\u6df1\u523b\u7406\u89e3 \u00d7 \u7cbe\u7ec6\u5316\u7684\u5de5\u7a0b\u5b9e\u73b0 \u00d7 \u6301\u7eed\u7684\u6570\u636e\u9a71\u52a8\u8fed\u4ee3\u3002 \u53ea\u6709\u6b63\u89c6\u5e76\u7cfb\u7edf\u6027\u5730\u89e3\u51b3\u8fd9\u4e9b\u75db\u70b9&#xff0c;\u624d\u80fd\u8ba9RAG\u4ece\u70ab\u9177\u7684\u6982\u5ff5&#xff0c;\u771f\u6b63\u8f6c\u5316\u4e3a\u9a71\u52a8\u4e1a\u52a1\u589e\u957f\u3001\u63d0\u5347\u77e5\u8bc6\u6548\u7387\u7684\u53ef\u9760\u5f15\u64ce\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u6280\u672f\u51ed\u501f\u5176\u72ec\u7279\u7684\u201c\u68c0\u7d22\u751f\u6210\u201d\u8303\u5f0f&#xff0c;\u5df2\u6210\u4e3a\u8fde\u63a5\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7684\u5173\u952e\u6865\u6881\u3002\u7136\u800c&#xff0c;\u5728\u5b9e\u9645\u90e8\u7f72\u4e0e\u89c4\u6a21\u5316\u5e94\u7528\u4e2d&#xff0c;RAG\u7cfb\u7edf\u9762\u4e34\u7740\u4e00\u7cfb\u5217\u6df1\u523b\u7684\u6280\u672f\u6311\u6218\u4e0e\u5de5\u7a0b\u96be\u9898\u3002\u672c\u6587\u5c06\u4ece\u5de5\u7a0b\u5b9e\u8df5\u89c6\u89d2&#xff0c;\u7cfb\u7edf\u6027\u5730\u5256\u6790RAG\u5e94\u7528\u4e2d\u7684\u6838\u5fc3\u75db\u70b9&#xff0c;\u5e76\u63d0\u51fa\u4e00\u5957\u5206\u5c42\u3001\u53ef\u64cd\u4f5c\u7684\u89e3\u51b3\u65b9\u6848\u6846\u67b6&#xff0c;\u65e8\u5728\u4e3a\u6784\u5efa\u9ad8\u6027\u80fd\u3001\u53ef\u9760\u7684\u4f01\u4e1a\u7ea7RAG\u7cfb\u7edf\u63d0\u4f9b\u6280\u672f\u6307\u5bfc\u3002\u4e00\u3001RAG\u7684\u7406\u60f3\u4e0e\u73b0\u5b9e<br \/>\n\u7406\u8bba\u4e0a&amp;#x<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[75,4119,50,323],"topic":[],"class_list":["post-70018","post","type-post","status-publish","format-standard","hentry","category-server","tag-llm","tag-rag","tag-50","tag-323"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u843d\u5730\u5b9e\u8df5\uff1a\u6df1\u5165\u5256\u6790\u75db\u70b9\u4e0e\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/70018.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u843d\u5730\u5b9e\u8df5\uff1a\u6df1\u5165\u5256\u6790\u75db\u70b9\u4e0e\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u6280\u672f\u51ed\u501f\u5176\u72ec\u7279\u7684\u201c\u68c0\u7d22\u751f\u6210\u201d\u8303\u5f0f&#xff0c;\u5df2\u6210\u4e3a\u8fde\u63a5\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7684\u5173\u952e\u6865\u6881\u3002\u7136\u800c&#xff0c;\u5728\u5b9e\u9645\u90e8\u7f72\u4e0e\u89c4\u6a21\u5316\u5e94\u7528\u4e2d&#xff0c;RAG\u7cfb\u7edf\u9762\u4e34\u7740\u4e00\u7cfb\u5217\u6df1\u523b\u7684\u6280\u672f\u6311\u6218\u4e0e\u5de5\u7a0b\u96be\u9898\u3002\u672c\u6587\u5c06\u4ece\u5de5\u7a0b\u5b9e\u8df5\u89c6\u89d2&#xff0c;\u7cfb\u7edf\u6027\u5730\u5256\u6790RAG\u5e94\u7528\u4e2d\u7684\u6838\u5fc3\u75db\u70b9&#xff0c;\u5e76\u63d0\u51fa\u4e00\u5957\u5206\u5c42\u3001\u53ef\u64cd\u4f5c\u7684\u89e3\u51b3\u65b9\u6848\u6846\u67b6&#xff0c;\u65e8\u5728\u4e3a\u6784\u5efa\u9ad8\u6027\u80fd\u3001\u53ef\u9760\u7684\u4f01\u4e1a\u7ea7RAG\u7cfb\u7edf\u63d0\u4f9b\u6280\u672f\u6307\u5bfc\u3002\u4e00\u3001RAG\u7684\u7406\u60f3\u4e0e\u73b0\u5b9e \u7406\u8bba\u4e0a&amp;#x\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/70018.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-01T05:05:09+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/70018.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/70018.html\",\"name\":\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u843d\u5730\u5b9e\u8df5\uff1a\u6df1\u5165\u5256\u6790\u75db\u70b9\u4e0e\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-02-01T05:05:09+00:00\",\"dateModified\":\"2026-02-01T05:05:09+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/70018.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/70018.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/70018.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u843d\u5730\u5b9e\u8df5\uff1a\u6df1\u5165\u5256\u6790\u75db\u70b9\u4e0e\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u843d\u5730\u5b9e\u8df5\uff1a\u6df1\u5165\u5256\u6790\u75db\u70b9\u4e0e\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/70018.html","og_locale":"zh_CN","og_type":"article","og_title":"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u843d\u5730\u5b9e\u8df5\uff1a\u6df1\u5165\u5256\u6790\u75db\u70b9\u4e0e\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u6280\u672f\u51ed\u501f\u5176\u72ec\u7279\u7684\u201c\u68c0\u7d22\u751f\u6210\u201d\u8303\u5f0f&#xff0c;\u5df2\u6210\u4e3a\u8fde\u63a5\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u7684\u5173\u952e\u6865\u6881\u3002\u7136\u800c&#xff0c;\u5728\u5b9e\u9645\u90e8\u7f72\u4e0e\u89c4\u6a21\u5316\u5e94\u7528\u4e2d&#xff0c;RAG\u7cfb\u7edf\u9762\u4e34\u7740\u4e00\u7cfb\u5217\u6df1\u523b\u7684\u6280\u672f\u6311\u6218\u4e0e\u5de5\u7a0b\u96be\u9898\u3002\u672c\u6587\u5c06\u4ece\u5de5\u7a0b\u5b9e\u8df5\u89c6\u89d2&#xff0c;\u7cfb\u7edf\u6027\u5730\u5256\u6790RAG\u5e94\u7528\u4e2d\u7684\u6838\u5fc3\u75db\u70b9&#xff0c;\u5e76\u63d0\u51fa\u4e00\u5957\u5206\u5c42\u3001\u53ef\u64cd\u4f5c\u7684\u89e3\u51b3\u65b9\u6848\u6846\u67b6&#xff0c;\u65e8\u5728\u4e3a\u6784\u5efa\u9ad8\u6027\u80fd\u3001\u53ef\u9760\u7684\u4f01\u4e1a\u7ea7RAG\u7cfb\u7edf\u63d0\u4f9b\u6280\u672f\u6307\u5bfc\u3002\u4e00\u3001RAG\u7684\u7406\u60f3\u4e0e\u73b0\u5b9e \u7406\u8bba\u4e0a&amp;#x","og_url":"https:\/\/www.wsisp.com\/helps\/70018.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-02-01T05:05:09+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/70018.html","url":"https:\/\/www.wsisp.com\/helps\/70018.html","name":"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u843d\u5730\u5b9e\u8df5\uff1a\u6df1\u5165\u5256\u6790\u75db\u70b9\u4e0e\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-02-01T05:05:09+00:00","dateModified":"2026-02-01T05:05:09+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/70018.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/70018.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/70018.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u843d\u5730\u5b9e\u8df5\uff1a\u6df1\u5165\u5256\u6790\u75db\u70b9\u4e0e\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/70018","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=70018"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/70018\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=70018"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=70018"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=70018"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=70018"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}