{"id":25579,"date":"2025-04-25T11:07:05","date_gmt":"2025-04-25T03:07:05","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25579"},"modified":"2025-04-25T11:07:05","modified_gmt":"2025-04-25T03:07:05","slug":"%e6%8f%ad%e7%a7%98-rag%ef%bc%9a%e4%b8%ba%e4%bb%80%e4%b9%88%e8%af%b4%e5%ae%83%e6%98%af%e8%ae%a9%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%88llm%ef%bc%89%e6%9b%b4%e8%81%aa%e6%98%8e%e7%9a%84","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/04\/25\/25579\/","title":{"rendered":"\u63ed\u79d8 RAG\uff1a\u4e3a\u4ec0\u4e48\u8bf4\u5b83\u662f\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u66f4\u806a\u660e\u7684\u79d8\u5bc6\u6b66\u5668\uff1f"},"content":{"rendered":"
\u7b80\u5355\u6765\u8bf4\uff0cRAG \u5c31\u662f\u7ed9\u806a\u660e\u4f46\u53ef\u80fd\u4fe1\u606f\u6ede\u540e\u6216\u201c\u7231\u778e\u731c\u201d\u7684\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u914d\u4e0a\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u5916\u90e8\u641c\u7d22\u5f15\u64ce\u548c\u8d44\u6599\u5e93\u3002<\/div>\n
\n
\n

\u73b0\u5728\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u5f88\u706b\uff0c\u5c24\u5176\u662f\u50cf ChatGPT \u8fd9\u6837\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5b83\u4eec\u80fd\u804a\u5929\u3001\u5199\u6587\u7ae0\u3001\u5199\u4ee3\u7801\uff0c\u611f\u89c9\u65e0\u6240\u4e0d\u80fd\u3002\u4f46\u6709\u65f6\u5019\uff0c\u5b83\u4eec\u4e5f\u4f1a\u72af\u4e00\u4e9b\u5c0f\u9519\u8bef\uff0c\u6bd4\u5982\u4fe1\u606f\u8fc7\u65f6\u4e86\uff0c\u6216\u8005\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\uff08\u8fd9\u53eb\u201c\u5e7b\u89c9\u201d\uff09\uff0c\u6216\u8005\u4f60\u95ee\u5b83\u4e00\u4e9b\u4f60\u4eec\u516c\u53f8\u5185\u90e8\u7684\u4e8b\u60c5\uff0c\u5b83\u5c31\u5b8c\u5168\u4e0d\u77e5\u9053\u4e86\u3002<\/p>\n

\"\"<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u79d1\u5b66\u5bb6\u4eec\u60f3\u51fa\u4e86\u4e00\u4e2a\u806a\u660e\u7684\u529e\u6cd5\uff0c\u53eb\u505aRAG\u3002<\/p>\n

\u4e00\u3001\u54b1\u4eec\u5148\u804a\u804a\uff0c\u4e3a\u5565\u9700\u8981RAG\uff1f<\/h3>\n

\u60f3\u8c61\u4e00\u4e0b\uff0c\u73b0\u5728\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5c31\u50cf\u4e00\u4e2a\u8d85\u7ea7\u806a\u660e\u7684\u5b66\u751f\uff0c\u8bfb\u4e86\u5f88\u591a\u5f88\u591a\u7684\u4e66\uff08\u8bad\u7ec3\u6570\u636e\uff09\uff0c\u77e5\u8bc6\u50a8\u5907\u975e\u5e38\u4e30\u5bcc\u3002\u4f46\u662f\uff1a<\/p>\n

    \n
  • \u77e5\u8bc6\u6709\u201c\u4fdd\u8d28\u671f\u201d\uff1a\u5b83\u5b66\u4e60\u7684\u77e5\u8bc6\u662f\u622a\u6b62\u5230\u67d0\u4e2a\u65f6\u95f4\u70b9\u7684\u3002\u6bd4\u5982\uff0c\u4f60\u95ee\u5b83\u6628\u5929\u53d1\u751f\u7684\u65b0\u95fb\uff0c\u6216\u8005\u6700\u65b0\u7684\u79d1\u6280\u8fdb\u5c55\uff0c\u5b83\u53ef\u80fd\u5c31\u4e0d\u77e5\u9053\u4e86\uff0c\u56e0\u4e3a\u5b83\u201c\u6bd5\u4e1a\u201d\u4e4b\u540e\u5c31\u6ca1\u518d\u5b66\u65b0\u4e1c\u897f\u3002<\/li>\n
  • \u53ef\u80fd\u4f1a\u201c\u778e\u7f16\u201d\uff1a\u6709\u65f6\u5019\u9047\u5230\u5b83\u4e0d\u592a\u786e\u5b9a\u7684\u95ee\u9898\uff0c\u4e3a\u4e86\u4e0d\u51b7\u573a\uff0c\u5b83\u53ef\u80fd\u4f1a\u6839\u636e\u81ea\u5df1\u5b66\u8fc7\u7684\u77e5\u8bc6\uff0c\u201c\u63a8\u6d4b\u201d\u6216\u201c\u7f16\u9020\u201d\u4e00\u4e2a\u770b\u8d77\u6765\u5f88\u50cf\u771f\u7684\u7b54\u6848\u3002\u8fd9\u5c31\u662f\u6240\u8c13\u7684\u201c\u5e7b\u89c9\u201d\u3002<\/li>\n
  • \u4e0d\u77e5\u9053\u201c\u5185\u90e8\u4fe1\u606f\u201d\uff1a\u4f60\u516c\u53f8\u7684\u5185\u90e8\u89c4\u7ae0\u5236\u5ea6\u3001\u9879\u76ee\u8d44\u6599\u3001\u6700\u65b0\u7684\u9500\u552e\u6570\u636e\u7b49\u7b49\uff0c\u8fd9\u4e9b\u6ca1\u6709\u516c\u5f00\u5728\u7f51\u4e0a\u7684\u4fe1\u606f\uff0c\u5b83\u80af\u5b9a\u4e0d\u77e5\u9053\u3002<\/li>\n<\/ul>\n

    RAG \u6280\u672f\u5c31\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u75db\u70b9\u800c\u751f\u7684\u3002<\/p>\n

    \u4e8c\u3001\u90a3RAG\u5230\u5e95\u662f\u4e2a\u5565\u73a9\u610f\u513f\uff1f<\/h3>\n

    RAG \u7684\u82f1\u6587\u5168\u79f0\u662f\u00a0Retrieval-Augmented Generation\uff0c\u4e2d\u6587\u53ef\u4ee5\u53eb\u505a\u00a0\u201c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u201d\u3002<\/p>\n

    \u54b1\u4eec\u628a\u5b83\u62c6\u5f00\u770b\uff1a<\/p>\n

      \n
    • Retrieval (\u68c0\u7d22)\uff1a\u5c31\u50cf\u6211\u4eec\u9047\u5230\u4e0d\u77e5\u9053\u7684\u95ee\u9898\uff0c\u4f1a\u53bb\u641c\u7d22\u5f15\u64ce\uff08\u6bd4\u5982\u767e\u5ea6\u3001\u8c37\u6b4c\uff09\u6216\u8005\u7ffb\u4e66\u67e5\u627e\u8d44\u6599\u4e00\u6837\uff0c\u8fd9\u4e00\u6b65\u5c31\u662f\u8ba9 AI \u53bb\u4e00\u4e2a\u5916\u90e8\u7684\u77e5\u8bc6\u5e93\u91cc\u628a\u76f8\u5173\u7684\u3001\u6700\u65b0\u7684\u4fe1\u606f\u627e\u51fa\u6765\u3002<\/li>\n
    • Augmented (\u589e\u5f3a)\uff1a\u5c31\u662f\u628a\u627e\u5230\u7684\u8fd9\u4e9b\u4fe1\u606f\uff0c\u8865\u5145\u7ed9\u90a3\u4e2a\u806a\u660e\u7684 AI\u3002<\/li>\n
    • Generation (\u751f\u6210)\uff1a\u6700\u540e\uff0cAI\u00a0\u7ed3\u5408\u5b83\u81ea\u5df1\u672c\u6765\u5c31\u77e5\u9053\u7684\u77e5\u8bc6\u548c\u521a\u521a\u4ece\u5916\u90e8\u627e\u5230\u7684\u65b0\u4fe1\u606f\uff0c\u751f\u6210\u4e00\u4e2a\u66f4\u9760\u8c31\u3001\u66f4\u51c6\u786e\u3001\u66f4\u65b0\u7684\u7b54\u6848\u7ed9\u4f60\u3002<\/li>\n<\/ul>\n

      \u7b80\u5355\u6253\u4e2a\u6bd4\u65b9\uff1a<\/p>\n

        \n
      • \u6ca1\u6709 RAG \u7684 AI\uff0c\u5c31\u50cf\u4e00\u4e2a\u53ea\u9760\u8bb0\u5fc6\u7b54\u9898\u7684\u5b66\u751f\uff0c\u867d\u7136\u535a\u5b66\uff0c\u4f46\u4fe1\u606f\u53ef\u80fd\u8fc7\u65f6\uff0c\u4e5f\u53ef\u80fd\u8bb0\u9519\u3002<\/li>\n
      • \u6709\u4e86 RAG \u7684 AI\uff0c\u5c31\u50cf\u4e00\u4e2a\u5f00\u5377\u8003\u8bd5\u7684\u5b66\u751f\uff01\u5728\u56de\u7b54\u95ee\u9898\u524d\uff0c\u5b83\u88ab\u5141\u8bb8\u5148\u53bb\u67e5\u9605\u6307\u5b9a\u7684\u6700\u65b0\u8d44\u6599\uff08\u68c0\u7d22\uff09\uff0c\u7136\u540e\u7ed3\u5408\u81ea\u5df1\u5b66\u8fc7\u7684\u77e5\u8bc6\u548c\u67e5\u5230\u7684\u8d44\u6599\uff0c\u5199\u51fa\u7b54\u6848\uff08\u589e\u5f3a\u751f\u6210\uff09\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u7b54\u6848\u81ea\u7136\u5c31\u66f4\u51c6\u786e\u3001\u66f4\u4e0e\u65f6\u4ff1\u8fdb\u4e86\u3002<\/li>\n<\/ul>\n

        \u4e09\u3001RAG\u662f\u548b\u5de5\u4f5c\u7684\uff1f\u539f\u7406\u5927\u63ed\u79d8<\/h3>\n

        RAG \u7684\u5de5\u4f5c\u6d41\u7a0b\u5176\u5b9e\u633a\u7b26\u5408\u54b1\u4eec\u89e3\u51b3\u95ee\u9898\u7684\u76f4\u89c9\uff0c\u4e3b\u8981\u5206\u4e09\u6b65\uff1a<\/p>\n

        \u7b2c\u4e00\u6b65\uff1a\u641e\u660e\u767d\u4f60\u60f3\u95ee\u5565\uff08\u95ee\u9898\u5904\u7406\uff09<\/h4>\n

        \u5f53\u4f60\u5411 RAG \u7cfb\u7edf\u63d0\u95ee\u65f6\uff08\u6bd4\u5982\u8f93\u5165\uff1a\u201c\u6211\u4eec\u516c\u53f8\u6700\u65b0\u7684\u62a5\u9500\u653f\u7b56\u662f\u4ec0\u4e48\uff1f\u201d\uff09\uff0c\u7cfb\u7edf\u9996\u5148\u4f1a\u5206\u6790\u4f60\u7684\u95ee\u9898\uff0c\u7406\u89e3\u4f60\u5230\u5e95\u60f3\u77e5\u9053\u4ec0\u4e48\u3002\u6709\u65f6\u5019\u5b83\u8fd8\u4f1a\u7a0d\u5fae\u6539\u5199\u4e00\u4e0b\u4f60\u7684\u95ee\u9898\uff0c\u8ba9\u540e\u9762\u7684\u641c\u7d22\u66f4\u6709\u6548\u7387\u3002<\/p>\n

        \u7b2c\u4e8c\u6b65\uff1a\u5927\u6d77\u635e\u9488\u627e\u8d44\u6599\uff08\u4fe1\u606f\u68c0\u7d22\uff09<\/h4>\n

        \u8fd9\u662f RAG \u7684\u6838\u5fc3\u4e4b\u4e00\u3002\u7cfb\u7edf\u4f1a\u62ff\u7740\u4f60\u7684\u95ee\u9898\uff08\u6216\u8005\u5904\u7406\u8fc7\u7684\u95ee\u9898\uff09\uff0c\u53bb\u4e00\u4e2a\u6307\u5b9a\u7684\u77e5\u8bc6\u5e93\u91cc\u641c\u7d22\u76f8\u5173\u4fe1\u606f\u3002<\/p>\n

        (1) \u77e5\u8bc6\u5e93\u662f\u5565\uff1f\u00a0\u8fd9\u4e2a\u77e5\u8bc6\u5e93\u53ef\u4e0d\u662f AI \u539f\u6765\u8bad\u7ec3\u65f6\u7684\u90a3\u4e2a\u201c\u5927\u8111\u201d\uff0c\u800c\u662f\u5916\u90e8\u6302\u8f7d\u7684\u3002\u5b83\u53ef\u4ee5\u662f\uff1a<\/p>\n

          \n
        • \u4e92\u8054\u7f51\u4e0a\u7684\u6d77\u91cf\u7f51\u9875\uff08\u50cf\u641c\u7d22\u5f15\u64ce\u4e00\u6837\uff09<\/li>\n
        • \u4e00\u4e2a\u516c\u53f8\u5185\u90e8\u7684\u6587\u4ef6\u96c6\u5408\uff08\u6bd4\u5982 Word \u6587\u6863\u3001PDF\u3001\u6570\u636e\u5e93\uff09<\/li>\n
        • \u67d0\u4e2a\u7279\u5b9a\u9886\u57df\u7684\u4e13\u4e1a\u6587\u732e\u5e93\uff08\u6bd4\u5982\u533b\u5b66\u3001\u6cd5\u5f8b\uff09<\/li>\n<\/ul>\n

          (2) \u600e\u4e48\u627e\uff1f\u00a0\u5b83\u4e0d\u662f\u7b80\u5355\u5730\u505a\u5173\u952e\u8bcd\u5339\u914d\u3002\u901a\u5e38\uff0c\u7cfb\u7edf\u4f1a\u628a\u4f60\u7684\u95ee\u9898\u548c\u77e5\u8bc6\u5e93\u91cc\u7684\u6587\u6863\u90fd\u8f6c\u6362\u6210\u4e00\u79cd\u53eb\u505a\u201c\u5411\u91cf\u201d\uff08Vector Embeddings\uff09\u7684\u6570\u5b66\u8868\u793a\u3002\u8fd9\u79cd\u8868\u793a\u80fd\u6355\u6349\u8bed\u4e49\u4fe1\u606f\uff08\u610f\u601d\uff09\u3002\u7136\u540e\uff0c\u7cfb\u7edf\u4f1a\u8ba1\u7b97\u4f60\u7684\u95ee\u9898\u5411\u91cf\u548c\u77e5\u8bc6\u5e93\u91cc\u6bcf\u4e2a\u6587\u6863\uff08\u6216\u6587\u6863\u7247\u6bb5\uff09\u5411\u91cf\u7684\u76f8\u4f3c\u5ea6\uff0c\u627e\u51fa\u90a3\u4e9b\u5728\u610f\u601d\u4e0a\u6700\u63a5\u8fd1\u4f60\u95ee\u9898\u7684\u6587\u6863\u7247\u6bb5\u3002\u5c31\u597d\u6bd4\uff0c\u5b83\u8981\u627e\u7684\u4e0d\u662f\u5b57\u9762\u5b8c\u5168\u4e00\u6837\u7684\u5185\u5bb9\uff0c\u800c\u662f\u8c08\u8bba\u540c\u4e00\u4e2a\u8bdd\u9898\u7684\u5185\u5bb9\u3002<\/p>\n

          (3) \u627e\u5230\u5565\uff1f\u00a0\u5b83\u4f1a\u6311\u51fa\u51e0\u4e2a\u6700\u76f8\u5173\u7684\u6587\u6863\u7247\u6bb5\uff08Chunks\uff09\uff0c\u4f5c\u4e3a\u56de\u7b54\u95ee\u9898\u7684\u201c\u53c2\u8003\u8d44\u6599\u201d\u3002<\/p>\n

          \u7b2c\u4e09\u6b65\uff1a\u7ed3\u5408\u4fe1\u606f\uff0c\u806a\u660e\u4f5c\u7b54\uff08\u589e\u5f3a\u751f\u6210\uff09<\/h4>\n

          \u8fd9\u662f RAG \u7684\u53e6\u4e00\u534a\u6838\u5fc3\u3002\u73b0\u5728\uff0c\u7cfb\u7edf\u628a\u4e24\u6837\u4e1c\u897f\u4e00\u8d77\u4ea4\u7ed9\u90a3\u4e2a\u806a\u660e\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff1a<\/p>\n

            \n
          • \u4f60\u6700\u521d\u7684\u95ee\u9898\u3002<\/li>\n
          • \u7b2c\u4e8c\u6b65\u627e\u5230\u7684\u76f8\u5173\u4fe1\u606f\u7247\u6bb5\uff08\u5c31\u662f\u90a3\u4e9b\u201c\u53c2\u8003\u8d44\u6599\u201d\uff09\u3002<\/li>\n<\/ul>\n

            \u7136\u540e\uff0c\u7cfb\u7edf\u4f1a\u7ed9 LLM \u4e00\u4e2a\u6307\u4ee4\uff0c\u5927\u6982\u610f\u601d\u662f\uff1a\u201c\u563f\uff0c\u6839\u636e\u4f60\u81ea\u5df1\u7684\u77e5\u8bc6\uff0c\u5e76\u91cd\u70b9\u53c2\u8003\u6211\u7ed9\u4f60\u7684\u8fd9\u4e9b\u8d44\u6599\uff0c\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002\u201d<\/p>\n

            LLM \u5c31\u50cf\u62ff\u5230\u201c\u5f00\u5377\u8003\u8bd5\u201d\u7684\u201c\u5c0f\u6284\u201d\u4e00\u6837\uff0c\u5b83\u4f1a\u9605\u8bfb\u8fd9\u4e9b\u65b0\u9c9c\u3001\u5177\u4f53\u7684\u8d44\u6599\uff0c\u7136\u540e\u7ed3\u5408\u81ea\u5df1\u5f3a\u5927\u7684\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\uff0c\u751f\u6210\u4e00\u4e2a\u65e2\u6d41\u7545\u81ea\u7136\uff0c\u53c8\u4fe1\u606f\u51c6\u786e\u3001\u57fa\u4e8e\u4e8b\u5b9e\u7684\u7b54\u6848\u3002<\/p>\n

            \u8fd9\u4e2a\u6700\u7ec8\u7b54\u6848\uff0c\u5c31\u56e0\u4e3a\u5b83\u7ed3\u5408\u4e86\u5916\u90e8\u68c0\u7d22\u5230\u7684\u6700\u65b0\u6216\u7279\u5b9a\u4fe1\u606f\uff0c\u6240\u4ee5\u6bd4\u5355\u7eaf\u9760 LLM \u201c\u56de\u5fc6\u201d\u51fa\u6765\u7684\u7b54\u6848\u8981\u9760\u8c31\u5f97\u591a\u3002<\/p>\n

            \u56db\u3001RAG\u6709\u5565\u597d\u5904\uff1f\u4e3a\u5565\u8fd9\u4e48\u706b\uff1f<\/h3>\n
              \n
            • \u7b54\u6848\u66f4\u51c6\u786e\u3001\u66f4\u65b0\uff1a\u80fd\u5229\u7528\u6700\u65b0\u7684\u5916\u90e8\u4fe1\u606f\uff0c\u89e3\u51b3\u4e86 LLM \u77e5\u8bc6\u9648\u65e7\u7684\u95ee\u9898\u3002<\/li>\n
            • \u51cf\u5c11\u80e1\u8bf4\u516b\u9053\uff1a\u56e0\u4e3a\u7b54\u6848\u662f\u57fa\u4e8e\u68c0\u7d22\u5230\u7684\u4e8b\u5b9e\u751f\u6210\u7684\uff0c\u5927\u5927\u964d\u4f4e\u4e86 AI \u201c\u5e7b\u89c9\u201d\u7684\u6982\u7387\u3002<\/li>\n
            • \u77e5\u8bc6\u53ef\u5b9a\u5236\uff1a\u53ef\u4ee5\u63a5\u5165\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\u5e93\uff08\u6bd4\u5982\u516c\u53f8\u5185\u90e8\u6587\u6863\u3001\u884c\u4e1a\u62a5\u544a\uff09\uff0c\u8ba9 AI \u53d8\u6210\u67d0\u4e2a\u9886\u57df\u7684\u201c\u4e13\u5bb6\u201d\u3002<\/li>\n
            • \u53ef\u6eaf\u6e90\uff1a\u5f88\u591a RAG \u7cfb\u7edf\u80fd\u544a\u8bc9\u4f60\u7b54\u6848\u662f\u53c2\u8003\u4e86\u54ea\u4e9b\u6587\u6863\u751f\u6210\u7684\uff0c\u65b9\u4fbf\u4f60\u6838\u5b9e\u4fe1\u606f\u6765\u6e90\u3002<\/li>\n
            • \u6210\u672c\u6548\u76ca\u9ad8\uff1a\u76f8\u6bd4\u4e8e\u7528\u65b0\u6570\u636e\u4ece\u5934\u91cd\u65b0\u8bad\u7ec3\u4e00\u4e2a\u5de8\u5927\u7684 LLM \u6a21\u578b\uff08\u975e\u5e38\u6602\u8d35\u4e14\u8017\u65f6\uff09\uff0c\u53ea\u66f4\u65b0\u5916\u90e8\u77e5\u8bc6\u5e93\u8981\u4fbf\u5b9c\u548c\u5feb\u6377\u5f97\u591a\u3002<\/li>\n<\/ul>\n

              \u4e94\u3001RAG\u6709\u6ca1\u6709\u7f3a\u70b9\u6216\u6311\u6218\uff1f<\/h3>\n

              \u5f53\u7136\uff0cRAG \u4e5f\u4e0d\u662f\u5b8c\u7f8e\u7684\uff1a<\/p>\n

                \n
              • \u68c0\u7d22\u8d28\u91cf\u662f\u5173\u952e\uff1a\u5982\u679c\u7b2c\u4e00\u6b65\u201c\u627e\u8d44\u6599\u201d\u6ca1\u627e\u5bf9\uff0c\u6216\u8005\u627e\u5230\u7684\u662f\u9519\u8bef\u4fe1\u606f\uff0c\u90a3\u4e48\u6700\u7ec8\u7684\u7b54\u6848\u4e5f\u53ef\u80fd\u51fa\u9519\uff08\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff09\u3002\u5982\u4f55\u63d0\u9ad8\u68c0\u7d22\u7684\u7cbe\u51c6\u5ea6\u662f\u4e2a\u6311\u6218\u3002<\/li>\n
              • \u6574\u5408\u53ef\u80fd\u4e0d\u987a\u7545\uff1a\u6709\u65f6\u5019\uff0cLLM \u53ef\u80fd\u6ca1\u5b8c\u5168\u7406\u89e3\u6216\u8005\u6ca1\u5f88\u597d\u5730\u5229\u7528\u68c0\u7d22\u5230\u7684\u4fe1\u606f\uff0c\u5bfc\u81f4\u7b54\u6848\u6709\u70b9\u751f\u786c\u6216\u8005\u6ca1\u6709\u5b8c\u5168\u56de\u7b54\u95ee\u9898\u3002<\/li>\n
              • \u901f\u5ea6\u95ee\u9898\uff1a\u56e0\u4e3a\u591a\u4e86\u201c\u68c0\u7d22\u201d\u8fd9\u4e00\u6b65\uff0cRAG \u7cfb\u7edf\u56de\u7b54\u95ee\u9898\u901a\u5e38\u4f1a\u6bd4\u7eaf LLM \u6162\u4e00\u70b9\u70b9\u3002<\/li>\n
              • \u7cfb\u7edf\u590d\u6742\u6027\uff1a\u642d\u5efa\u4e00\u4e2a\u9ad8\u6548\u7684 RAG \u7cfb\u7edf\uff0c\u9700\u8981\u5904\u7406\u597d\u68c0\u7d22\u3001\u751f\u6210\u4e24\u4e2a\u73af\u8282\u7684\u534f\u540c\uff0c\u6280\u672f\u4e0a\u6709\u4e00\u5b9a\u590d\u6742\u5ea6\u3002<\/li>\n<\/ul>\n

                \u516d\u3001\u4e3e\u4e2a\u6817\u5b50\uff0c\u611f\u53d7\u4e00\u4e0b<\/h3>\n

                \u5047\u8bbe\u4f60\u95ee\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff1a\u201c\u7ed9\u6211\u603b\u7ed3\u4e00\u4e0b\u54b1\u4eec\u9879\u76ee\u7ec4\u4e0a\u5468\u7684\u4f1a\u8bae\u7eaa\u8981\u3002\u201d<\/p>\n

                (1) \u6ca1\u6709 RAG \u7684\u673a\u5668\u4eba\uff1a\u5f88\u53ef\u80fd\u4f1a\u8bf4\uff1a\u201c\u5bf9\u4e0d\u8d77\uff0c\u6211\u6ca1\u6709\u8bbf\u95ee\u4f60\u4eec\u9879\u76ee\u7ec4\u4f1a\u8bae\u7eaa\u8981\u7684\u6743\u9650\u3002\u201d \u6216\u8005\u6839\u636e\u7f51\u4e0a\u627e\u5230\u7684\u901a\u7528\u4f1a\u8bae\u7eaa\u8981\u6a21\u677f\u778e\u7f16\u4e00\u4e2a\u3002<\/p>\n

                (2) \u6709 RAG \u7684\u673a\u5668\u4eba\uff08\u63a5\u5165\u4e86\u516c\u53f8\u5185\u90e8\u6587\u6863\u7cfb\u7edf\uff09\uff1a<\/p>\n

                  \n
                • \u5b83\u4f1a\u53bb\u516c\u53f8\u7684\u6587\u6863\u7cfb\u7edf\u91cc\u68c0\u7d22\u201c\u9879\u76ee\u7ec4 \u4e0a\u5468 \u4f1a\u8bae\u7eaa\u8981\u201d\u3002<\/li>\n
                • \u627e\u5230\u76f8\u5173\u7684\u4f1a\u8bae\u7eaa\u8981\u6587\u6863\u3002<\/li>\n
                • \u628a\u627e\u5230\u7684\u7eaa\u8981\u5185\u5bb9\u5582\u7ed9\u00a0LLM\u3002<\/li>\n
                • LLM\u9605\u8bfb\u7eaa\u8981\uff0c\u5e76\u751f\u6210\u4e00\u4e2a\u7b80\u6d01\u7684\u603b\u7ed3\u7ed9\u4f60\u3002<\/li>\n<\/ul>\n

                  \u770b\uff0c\u8fd9\u6837\u662f\u4e0d\u662f\u5c31\u5b9e\u7528\u591a\u4e86\uff1f<\/p>\n

                  \u4e03\u3001\u603b\u7ed3\u4e00\u4e0b<\/h3>\n

                  \u7b80\u5355\u6765\u8bf4\uff0cRAG \u5c31\u662f\u7ed9\u806a\u660e\u4f46\u53ef\u80fd\u4fe1\u606f\u6ede\u540e\u6216\u201c\u7231\u778e\u731c\u201d\u7684\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u914d\u4e0a\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u5916\u90e8\u641c\u7d22\u5f15\u64ce\u548c\u8d44\u6599\u5e93\u3002<\/p>\n

                  RAG = \u667a\u80fd\u68c0\u7d22 (\u627e\u5bf9\u3001\u627e\u5168\u8d44\u6599) + \u667a\u80fd\u751f\u6210 (\u7528\u597d\u8d44\u6599\u3001\u8bf4\u4eba\u8bdd)<\/p>\n

                  \u5b83\u8ba9 AI \u5728\u56de\u7b54\u95ee\u9898\u524d\uff0c\u5148\u505a\u201c\u529f\u8bfe\u201d(\u68c0\u7d22)\uff0c\u518d\u7ed3\u5408\u201c\u529f\u8bfe\u201d\u548c\u81ea\u5df1\u7684\u77e5\u8bc6\u6765\u56de\u7b54\uff0c\u4f7f\u5f97\u7b54\u6848\u66f4\u51c6\u786e\u3001\u66f4\u53ef\u9760\u3001\u66f4\u4e0e\u65f6\u4ff1\u8fdb\uff0c\u8fd8\u80fd\u5229\u7528\u79c1\u6709\u6216\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\u3002\u8fd9\u4f7f\u5f97 AI \u5728\u5f88\u591a\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\u53d8\u5f97\u66f4\u52a0\u5f3a\u5927\u548c\u503c\u5f97\u4fe1\u8d56\u3002<\/p>\n

                  \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

                  <\/div>\n

                  <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                  <\/div>\n","protected":false},"excerpt":{"rendered":"

                  \u7b80\u5355\u6765\u8bf4\uff0cRAG \u5c31\u662f\u7ed9\u806a\u660e\u4f46\u53ef\u80fd\u4fe1\u606f\u6ede\u540e\u6216\u201c\u7231\u778e\u731c\u201d\u7684\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u914d\u4e0a\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u5916\u90e8\u641c\u7d22\u5f15\u64ce\u548c\u8d44\u6599 […]<\/p>\n

                  <\/div>\n

                  <\/g><\/svg><\/i> \"Loading\"<\/p>\n

                  <\/div>\n","protected":false},"author":56,"featured_media":25581,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,20,80],"tags":[1665],"class_list":["post-25579","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-20","category-80","tag-rag--llm-"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25579","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=25579"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25579\/revisions"}],"predecessor-version":[{"id":25582,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25579\/revisions\/25582"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/25581"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=25579"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=25579"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=25579"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}