{"id":14918,"date":"2024-12-03T14:50:08","date_gmt":"2024-12-03T06:50:08","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14918"},"modified":"2024-12-08T15:24:25","modified_gmt":"2024-12-08T07:24:25","slug":"aigongchengxueyuan25","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/aigongchengxueyuan25\/","title":{"rendered":"AI\u5de5\u7a0b\u5b66\u9662\uff1a2.5RAG \u7cfb\u7edf\u8bc4\u4f30"},"content":{"rendered":"

\u7b80\u4ecb<\/h2>\n

\u8bc4\u4f30\u662f\u5f00\u53d1\u548c\u4f18\u5316\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u7684\u5173\u952e\u73af\u8282\u3002\u8bc4\u4f30\u6d89\u53ca\u5bf9 RAG<\/a> \u6d41\u7a0b\u5404\u65b9\u9762\u7684\u6027\u80fd\u3001\u51c6\u786e\u6027\u548c\u8d28\u91cf\u8fdb\u884c\u8861\u91cf\uff0c\u5305\u62ec\u4ece\u68c0\u7d22\u6548\u679c\u5230\u751f\u6210\u54cd\u5e94\u7684\u76f8\u5173\u6027\u548c\u771f\u5b9e\u6027\u3002<\/p>\n

 <\/p>\n

RAG \u8bc4\u4f30\u7684\u91cd\u8981\u6027<\/h2>\n

\u5bf9 RAG \u7cfb\u7edf\u8fdb\u884c\u6709\u6548\u8bc4\u4f30\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\uff1a<\/p>\n

    \n
  1. \u6709\u52a9\u4e8e\u8bc6\u522b\u68c0\u7d22\u548c\u751f\u6210\u6d41\u7a0b\u4e2d\u7684\u4f18\u70b9\u548c\u7f3a\u70b9\u3002<\/li>\n
  2. \u6307\u5bfc\u6574\u4e2a RAG \u6d41\u7a0b\u7684\u6539\u8fdb\u548c\u4f18\u5316\u3002<\/li>\n
  3. \u786e\u4fdd\u7cfb\u7edf\u6ee1\u8db3\u8d28\u91cf\u6807\u51c6\u548c\u7528\u6237\u671f\u671b\u3002<\/li>\n
  4. \u4fbf\u4e8e\u6bd4\u8f83\u4e0d\u540c RAG \u5b9e\u73b0\u6216\u914d\u7f6e\u3002<\/li>\n
  5. \u5e2e\u52a9\u68c0\u6d4b\u8bf8\u5982\u5e7b\u89c9\uff08hallucinations\uff09\u3001\u504f\u89c1\u6216\u65e0\u5173\u54cd\u5e94\u7b49\u95ee\u9898\u3002<\/li>\n<\/ol>\n

     <\/p>\n

    RAG \u8bc4\u4f30\u6d41\u7a0b<\/h2>\n

    RAG \u7cfb\u7edf\u7684\u8bc4\u4f30\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n

    \"\"<\/p>\n

     <\/p>\n

    \u6838\u5fc3\u8bc4\u4f30\u6307\u6807<\/h2>\n

    RAGAS \u6307\u6807<\/h3>\n
      \n
    1. \u771f\u5b9e\u6027<\/strong>\uff1a\u8861\u91cf\u751f\u6210\u7684\u54cd\u5e94\u4e0e\u68c0\u7d22\u4e0a\u4e0b\u6587\u7684\u4e00\u81f4\u6027\u3002<\/li>\n
    2. \u7b54\u6848\u76f8\u5173\u6027<\/strong>\uff1a\u8bc4\u4f30\u54cd\u5e94\u4e0e\u67e5\u8be2\u7684\u76f8\u5173\u6027\u3002<\/li>\n
    3. \u4e0a\u4e0b\u6587\u53ec\u56de\u7387<\/strong>\uff1a\u8bc4\u4f30\u68c0\u7d22\u7684\u5206\u5757\u662f\u5426\u8986\u76d6\u4e86\u56de\u7b54\u67e5\u8be2\u6240\u9700\u7684\u4fe1\u606f\u3002<\/li>\n
    4. \u4e0a\u4e0b\u6587\u7cbe\u786e\u5ea6<\/strong>\uff1a\u8861\u91cf\u68c0\u7d22\u7684\u5206\u5757\u4e2d\u76f8\u5173\u4fe1\u606f\u7684\u6bd4\u4f8b\u3002<\/li>\n
    5. \u4e0a\u4e0b\u6587\u5229\u7528\u7387<\/strong>\uff1a\u8bc4\u4f30\u751f\u6210\u7684\u54cd\u5e94\u5bf9\u63d0\u4f9b\u4e0a\u4e0b\u6587\u7684\u5229\u7528\u6548\u7387\u3002<\/li>\n
    6. \u4e0a\u4e0b\u6587\u5b9e\u4f53\u53ec\u56de<\/strong>\uff1a\u8bc4\u4f30\u54cd\u5e94\u4e2d\u662f\u5426\u6db5\u76d6\u4e0a\u4e0b\u6587\u4e2d\u7684\u91cd\u8981\u5b9e\u4f53\u3002<\/li>\n
    7. \u566a\u58f0\u654f\u611f\u5ea6<\/strong>\uff1a\u8861\u91cf\u7cfb\u7edf\u5bf9\u65e0\u5173\u6216\u566a\u58f0\u4fe1\u606f\u7684\u9c81\u68d2\u6027\u3002<\/li>\n
    8. \u6458\u8981\u5f97\u5206<\/strong>\uff1a\u8bc4\u4f30\u54cd\u5e94\u4e2d\u6458\u8981\u7684\u8d28\u91cf\u3002<\/li>\n<\/ol>\n

      DeepEval \u6307\u6807<\/h3>\n
        \n
      1. G-Eval<\/strong>\uff1a\u6587\u672c\u751f\u6210\u4efb\u52a1\u7684\u901a\u7528\u8bc4\u4f30\u6307\u6807\u3002<\/li>\n
      2. \u6458\u8981<\/strong>\uff1a\u8bc4\u4f30\u6587\u672c\u6458\u8981\u7684\u8d28\u91cf\u3002<\/li>\n
      3. \u7b54\u6848\u76f8\u5173\u6027<\/strong>\uff1a\u8861\u91cf\u54cd\u5e94\u5bf9\u67e5\u8be2\u7684\u56de\u7b54\u7a0b\u5ea6\u3002<\/li>\n
      4. \u771f\u5b9e\u6027<\/strong>\uff1a\u8bc4\u4f30\u54cd\u5e94\u4e0e\u6e90\u4fe1\u606f\u7684\u51c6\u786e\u6027\u3002<\/li>\n
      5. \u4e0a\u4e0b\u6587\u53ec\u56de\u548c\u7cbe\u786e\u5ea6<\/strong>\uff1a\u8861\u91cf\u4e0a\u4e0b\u6587\u68c0\u7d22\u7684\u6709\u6548\u6027\u3002<\/li>\n
      6. \u5e7b\u89c9\u68c0\u6d4b<\/strong>\uff1a\u8bc6\u522b\u54cd\u5e94\u4e2d\u7684\u865a\u5047\u6216\u4e0d\u51c6\u786e\u4fe1\u606f\u3002<\/li>\n
      7. \u6bd2\u6027<\/strong>\uff1a\u68c0\u6d4b\u54cd\u5e94\u4e2d\u53ef\u80fd\u5b58\u5728\u7684\u6709\u5bb3\u6216\u5192\u72af\u5185\u5bb9\u3002<\/li>\n
      8. \u504f\u89c1<\/strong>\uff1a\u8bc6\u522b\u751f\u6210\u5185\u5bb9\u4e2d\u7684\u4e0d\u516c\u5e73\u504f\u597d\u6216\u503e\u5411\u3002<\/li>\n<\/ol>\n

        Trulens \u6307\u6807<\/h3>\n
          \n
        1. \u4e0a\u4e0b\u6587\u76f8\u5173\u6027<\/strong>\uff1a\u8bc4\u4f30\u68c0\u7d22\u4e0a\u4e0b\u6587\u4e0e\u67e5\u8be2\u7684\u5339\u914d\u7a0b\u5ea6\u3002<\/li>\n
        2. \u6709\u4f9d\u636e\u6027<\/strong>\uff1a\u8861\u91cf\u54cd\u5e94\u662f\u5426\u5f97\u5230\u68c0\u7d22\u4fe1\u606f\u7684\u652f\u6301\u3002<\/li>\n
        3. \u7b54\u6848\u76f8\u5173\u6027<\/strong>\uff1a\u8bc4\u4f30\u54cd\u5e94\u5bf9\u67e5\u8be2\u7684\u89e3\u7b54\u8d28\u91cf\u3002<\/li>\n
        4. \u5168\u9762\u6027<\/strong>\uff1a\u8861\u91cf\u54cd\u5e94\u7684\u5b8c\u6574\u7a0b\u5ea6\u3002<\/li>\n
        5. \u6709\u5bb3\/\u5192\u72af\u6027\u8bed\u8a00<\/strong>\uff1a\u8bc6\u522b\u6f5c\u5728\u7684\u5192\u72af\u6216\u5371\u9669\u5185\u5bb9\u3002<\/li>\n
        6. \u7528\u6237\u60c5\u611f<\/strong>\uff1a\u5206\u6790\u7528\u6237\u4ea4\u4e92\u4e2d\u7684\u60c5\u611f\u8bed\u6c14\u3002<\/li>\n
        7. \u8bed\u8a00\u4e0d\u5339\u914d<\/strong>\uff1a\u68c0\u6d4b\u67e5\u8be2\u548c\u54cd\u5e94\u4e4b\u95f4\u8bed\u8a00\u4f7f\u7528\u7684\u4e0d\u4e00\u81f4\u6027\u3002<\/li>\n
        8. \u516c\u5e73\u6027\u548c\u504f\u89c1<\/strong>\uff1a\u8bc4\u4f30\u7cfb\u7edf\u5bf9\u4e0d\u540c\u7fa4\u4f53\u7684\u516c\u5e73\u5bf9\u5f85\u3002<\/li>\n
        9. \u81ea\u5b9a\u4e49\u53cd\u9988\u51fd\u6570<\/strong>\uff1a\u5141\u8bb8\u9488\u5bf9\u7279\u5b9a\u7528\u4f8b\u5f00\u53d1\u5b9a\u5236\u8bc4\u4f30\u6307\u6807\u3002<\/li>\n<\/ol>\n

           <\/p>\n

          RAG \u8bc4\u4f30\u7684\u6700\u4f73\u5b9e\u8df5<\/h2>\n
            \n
          1. \u5168\u9762\u8bc4\u4f30<\/strong>\uff1a\u7ed3\u5408\u591a\u79cd\u6307\u6807\u8bc4\u4f30 RAG \u7cfb\u7edf\u7684\u4e0d\u540c\u65b9\u9762\u3002<\/li>\n
          2. \u5b9a\u671f\u57fa\u51c6\u6d4b\u8bd5<\/strong>\uff1a\u5728\u6d41\u7a0b\u53d1\u751f\u53d8\u5316\u65f6\u6301\u7eed\u8bc4\u4f30\u7cfb\u7edf\u3002<\/li>\n
          3. \u4eba\u7c7b\u53c2\u4e0e<\/strong>\uff1a\u7ed3\u5408\u4eba\u5de5\u8bc4\u4f30\u548c\u81ea\u52a8\u6307\u6807\u8fdb\u884c\u5168\u9762\u5206\u6790\u3002<\/li>\n
          4. \u9886\u57df\u7279\u5b9a\u6307\u6807<\/strong>\uff1a\u5f00\u53d1\u4e0e\u5177\u4f53\u7528\u4f8b\u6216\u9886\u57df\u76f8\u5173\u7684\u5b9a\u5236\u6307\u6807\u3002<\/li>\n
          5. \u9519\u8bef\u5206\u6790<\/strong>\uff1a\u5206\u6790\u4f4e\u5206\u54cd\u5e94\u4e2d\u7684\u6a21\u5f0f\uff0c\u8bc6\u522b\u6539\u8fdb\u9886\u57df\u3002<\/li>\n
          6. \u5bf9\u6bd4\u8bc4\u4f30<\/strong>\uff1a\u5c06\u60a8\u7684 RAG \u7cfb\u7edf\u4e0e\u57fa\u7ebf\u6a21\u578b\u548c\u66ff\u4ee3\u5b9e\u73b0\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u3002<\/li>\n<\/ol>\n

             <\/p>\n

            \u7ed3\u8bba<\/h2>\n

            \u4e00\u4e2a\u5065\u5168\u7684\u8bc4\u4f30\u6846\u67b6\u5bf9\u4e8e\u5f00\u53d1\u548c\u7ef4\u62a4\u9ad8\u8d28\u91cf\u7684 RAG \u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002\u901a\u8fc7\u5229\u7528\u591a\u6837\u5316\u7684\u6307\u6807\u5e76\u9075\u5faa\u6700\u4f73\u5b9e\u8df5\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u786e\u4fdd\u5176 RAG \u7cfb\u7edf\u63d0\u4f9b\u51c6\u786e\u3001\u76f8\u5173\u4e14\u53ef\u4fe1\u7684\u54cd\u5e94\uff0c\u540c\u65f6\u6301\u7eed\u63d0\u5347\u6027\u80fd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

            \u7b80\u4ecb \u8bc4\u4f30\u662f\u5f00\u53d1\u548c\u4f18\u5316\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u7684\u5173\u952e\u73af\u8282\u3002\u8bc4\u4f30\u6d89\u53ca\u5bf9 RAG \u6d41\u7a0b\u5404\u65b9\u9762\u7684\u6027\u80fd\u3001\u51c6\u786e\u6027\u548c\u8d28\u91cf\u8fdb\u884c\u8861\u91cf\uff0c\u5305\u62ec\u4ece\u68c0\u7d22\u6548\u679c\u5230\u751f\u6210\u54cd\u5e94\u7684\u76f8\u5173\u6027\u548c\u771f\u5b9e\u6027\u3002   RAG \u8bc4\u4f30\u7684\u91cd\u8981\u6027 \u5bf9 RAG \u7cfb\u7edf\u8fdb\u884c\u6709\u6548\u8bc4\u4f30\u975e\u5e38\u91cd\u8981\uff0c\u56e0…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-14918","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/14918","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=14918"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/14918\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=14918"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=14918"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=14918"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}