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\n\u2022\u591a\u7ef4\u5ea6\u8bc4\u5206\u4f53\u7cfb\u6784\u5efa：\u4ece\u4e09\u4e2a\u7ef4\u5ea6\u5bf9\u5019\u9009\u6587\u6863\u8fdb\u884c\u8bc4\u5206，\u5206\u522b\u662f\u5173\u952e\u8bcd\u5339\u914d\u5f97\u5206（K \u5f97\u5206）\u3001\u5411\u91cf\u8bed\u4e49\u76f8\u4f3c\u5ea6\u5f97\u5206（V \u5f97\u5206）\u3001\u6587\u6863\u8d28\u91cf\u5f97\u5206（Q \u5f97\u5206）\u3002\u5176\u4e2d，K \u5f97\u5206\u57fa\u4e8e\u5173\u952e\u8bcd\u5339\u914d\u6570\u91cf\u3001\u5339\u914d\u6743\u91cd\u8ba1\u7b97；V \u5f97\u5206\u57fa\u4e8e\u67e5\u8be2\u4e0e\u6587\u6863\u7684\u5411\u91cf\u76f8\u4f3c\u5ea6\u8ba1\u7b97；Q \u5f97\u5206\u57fa\u4e8e\u6587\u6863\u7684\u5b8c\u6574\u6027\u3001\u6743\u5a01\u6027\u3001\u65f6\u6548\u6027\u7b49\u56e0\u7d20\u8ba1\u7b97（\u5982\u6743\u5a01\u6765\u6e90\u6587\u6863\u3001\u8fd1\u671f\u66f4\u65b0\u6587\u6863\u5f97\u5206\u66f4\u9ad8）\u3002
\n\u2022\u52a8\u6001\u6743\u91cd\u8c03\u6574\u673a\u5236：\u6839\u636e\u67e5\u8be2\u7c7b\u578b\u52a8\u6001\u8c03\u6574\u4e09\u4e2a\u7ef4\u5ea6\u7684\u6743\u91cd，\u907f\u514d\u56fa\u5b9a\u6743\u91cd\u5bfc\u81f4\u7684\u53ec\u56de\u504f\u5dee\u3002\u4f8b\u5982，\u5bf9\u4e8e\u5305\u542b\u5927\u91cf\u4e13\u6709\u540d\u8bcd\u7684\u67e5\u8be2，\u63d0\u9ad8 K \u5f97\u5206\u7684\u6743\u91cd（\u5982 K:V:Q=0.5:0.3:0.2）；\u5bf9\u4e8e\u8bed\u4e49\u5173\u8054\u8f83\u5f3a\u7684\u5f00\u653e\u5f0f\u67e5\u8be2，\u63d0\u9ad8 V \u5f97\u5206\u7684\u6743\u91cd（\u5982 K:V:Q=0.3:0.5:0.2）；\u5bf9\u4e8e\u9700\u8981\u9ad8\u53ef\u9760\u6027\u7684\u67e5\u8be2，\u63d0\u9ad8 Q \u5f97\u5206\u7684\u6743\u91cd（\u5982 K:V:Q=0.3:0.3:0.4）\u3002\u6743\u91cd\u53ef\u901a\u8fc7\u4e1a\u52a1\u6570\u636e\u8bad\u7ec3\u4f18\u5316，\u4e5f\u53ef\u652f\u6301\u4eba\u5de5\u914d\u7f6e\u8c03\u6574\u3002
\n\u2022\u4e8c\u6b21\u7cbe\u6392\u7b56\u7565：\u5bf9\u521d\u6b65\u6392\u5e8f\u540e\u7684 Top-N \u6587\u6863（\u5982 Top-20）\u8fdb\u884c\u4e8c\u6b21\u7cbe\u6392，\u8fdb\u4e00\u6b65\u63d0\u5347\u53ec\u56de\u7cbe\u5ea6\u3002\u4e8c\u6b21\u7cbe\u6392\u53ef\u91c7\u7528\u8f7b\u91cf\u7ea7\u6392\u5e8f\u6a21\u578b（\u5982 CrossEncoder），\u5bf9\u67e5\u8be2\u4e0e\u6587\u6863\u7684\u76f8\u5173\u6027\u8fdb\u884c\u7cbe\u51c6\u5224\u65ad，\u5254\u9664\u76f8\u5173\u6027\u8f83\u4f4e\u7684\u6587\u6863，\u6700\u7ec8\u8f93\u51fa Top-K（\u5982 Top-5）\u9ad8\u76f8\u5173\u5ea6\u6587\u6863\u4f5c\u4e3a RAG \u7cfb\u7edf\u7684\u53ec\u56de\u7ed3\u679c\u3002<\/p>\n

\u56db\u3001\u65b9\u6848\u843d\u5730\u4fdd\u969c\u4e0e\u6548\u679c\u9a8c\u8bc1<\/h3>\n

1.\u843d\u5730\u4fdd\u969c\u63aa\u65bd
\n\u2022\u6570\u636e\u5c42\u9762：\u6784\u5efa\u9ad8\u8d28\u91cf\u7684\u77e5\u8bc6\u5e93，\u5bf9\u6587\u6863\u8fdb\u884c\u6e05\u6d17\u3001\u5206\u7c7b\u3001\u6807\u6ce8，\u5b8c\u5584\u540c\u4e49\u8bcd\u8bcd\u5e93\u548c\u9886\u57df\u672f\u8bed\u5e93，\u4e3a\u68c0\u7d22\u548c\u91cd\u6392\u63d0\u4f9b\u6570\u636e\u652f\u6491；\u5b9a\u671f\u66f4\u65b0\u77e5\u8bc6\u5e93，\u786e\u4fdd\u77e5\u8bc6\u7684\u65f6\u6548\u6027\u3002
\n\u2022\u6280\u672f\u5c42\u9762：\u642d\u5efa\u9ad8\u6548\u7684\u68c0\u7d22\u67b6\u6784，\u91c7\u7528\u5206\u5e03\u5f0f\u68c0\u7d22\u6846\u67b6\u63d0\u5347\u68c0\u7d22\u6548\u7387；\u5bf9\u5411\u91cf\u6a21\u578b\u548c\u6392\u5e8f\u6a21\u578b\u8fdb\u884c\u4f18\u5316\u90e8\u7f72，\u91c7\u7528\u6a21\u578b\u91cf\u5316\u3001\u63a8\u7406\u52a0\u901f\u7b49\u6280\u672f，\u964d\u4f4e\u63a8\u7406\u5ef6\u8fdf；\u5efa\u7acb\u76d1\u63a7\u673a\u5236，\u5b9e\u65f6\u76d1\u6d4b\u53ec\u56de\u7cbe\u5ea6\u3001\u68c0\u7d22\u6548\u7387\u7b49\u6307\u6807，\u53ca\u65f6\u53d1\u73b0\u5e76\u89e3\u51b3\u95ee\u9898\u3002
\n\u2022\u8fed\u4ee3\u5c42\u9762：\u5efa\u7acb\u95ed\u73af\u8fed\u4ee3\u673a\u5236，\u901a\u8fc7\u7528\u6237\u53cd\u9988\u3001\u4e1a\u52a1\u6548\u679c\u6570\u636e\u4e0d\u65ad\u4f18\u5316\u5173\u952e\u8bcd\u63d0\u53d6\u7b56\u7565\u3001\u5411\u91cf\u6a21\u578b\u3001\u91cd\u6392\u6743\u91cd\u7b49\u53c2\u6570；\u5b9a\u671f\u8fdb\u884c A\/B \u6d4b\u8bd5，\u5bf9\u6bd4\u4e0d\u540c\u4f18\u5316\u7b56\u7565\u7684\u6548\u679c，\u6301\u7eed\u63d0\u5347\u53ec\u56de\u7cbe\u5ea6\u3002
\n2.\u6548\u679c\u9a8c\u8bc1\u6307\u6807
\n\u91c7\u7528\u53ec\u56de\u7387（Recall）\u3001\u7cbe\u786e\u7387（Precision）\u3001F1\u503c\u4f5c\u4e3a\u6838\u5fc3\u9a8c\u8bc1\u6307\u6807，\u540c\u65f6\u7ed3\u5408\u4e1a\u52a1\u573a\u666f\u7684\u5b9e\u9645\u6548\u679c（\u5982\u5927\u6a21\u578b\u751f\u6210\u5185\u5bb9\u7684\u51c6\u786e\u6027\u3001\u7528\u6237\u6ee1\u610f\u5ea6）\u8fdb\u884c\u7efc\u5408\u8bc4\u4f30\u3002\u901a\u8fc7\u5bf9\u6bd4\u4f18\u5316\u524d\u540e\u7684\u6307\u6807\u53d8\u5316，\u9a8c\u8bc1\u65b9\u6848\u7684\u6709\u6548\u6027\u3002\u4f8b\u5982，\u4f18\u5316\u540e\u53ec\u56de\u7387\u63d0\u534720%\u4ee5\u4e0a，\u7cbe\u786e\u7387\u63d0\u534715%\u4ee5\u4e0a，\u5373\u53ef\u8ba4\u4e3a\u65b9\u6848\u8fbe\u5230\u9884\u671f\u6548\u679c\u3002<\/p>\n

\u4e94\u3001\u603b\u7ed3<\/h3>\n

\u901a\u8fc7\u201c\u5173\u952e\u8bcd\u68c0\u7d22+\u5411\u91cf\u68c0\u7d22+\u6df7\u5408\u91cd\u6392\u201d\u7684 RAG \u53ec\u56de\u7cbe\u5ea6\u63d0\u5347\u65b9\u6848，\u901a\u8fc7\u878d\u5408\u4e24\u79cd\u68c0\u7d22\u65b9\u5f0f\u7684\u4f18\u52bf，\u7ed3\u5408\u7cbe\u7ec6\u5316\u7684\u91cd\u6392\u7b56\u7565，\u6709\u6548\u89e3\u51b3\u4e86\u5355\u4e00\u68c0\u7d22\u65b9\u5f0f\u7684\u5c40\u9650\u6027，\u5168\u9762\u63d0\u5347\u4e86 RAG \u7cfb\u7edf\u7684\u53ec\u56de\u7cbe\u5ea6\u3002\u8be5\u65b9\u6848\u5177\u6709\u8f83\u5f3a\u7684\u901a\u7528\u6027\u548c\u53ef\u6269\u5c55\u6027，\u53ef\u9002\u914d\u4e0d\u540c\u7684\u4e1a\u52a1\u573a\u666f\u548c\u77e5\u8bc6\u5e93\u7c7b\u578b\u3002
\n\u672a\u6765，\u53ef\u8fdb\u4e00\u6b65\u7ed3\u5408\u5927\u6a21\u578b\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b，\u4f18\u5316\u5173\u952e\u8bcd\u63d0\u53d6\u548c\u5411\u91cf\u68c0\u7d22\u7684\u7b56\u7565；\u540c\u65f6，\u63a2\u7d22\u5f15\u5165\u77e5\u8bc6\u56fe\u8c31\u6280\u672f，\u589e\u5f3a\u68c0\u7d22\u7684\u5173\u8054\u6027\u548c\u903b\u8f91\u6027，\u8fdb\u4e00\u6b65\u63d0\u5347 RAG \u7cfb\u7edf\u7684\u53ec\u56de\u7cbe\u5ea6\u548c\u77e5\u8bc6\u670d\u52a1\u80fd\u529b，\u4e3a\u5927\u6a21\u578b\u5e94\u7528\u63d0\u4f9b\u66f4\u7cbe\u51c6\u3001\u66f4\u53ef\u9760\u7684\u77e5\u8bc6\u652f\u6491\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4e00\u3001RAG \u53ec\u56de\u7cbe\u5ea6\u7684\u6838\u5fc3\u75db\u70b9\u4e0e\u4f18\u5316\u5fc5\u8981\u6027
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