{"id":117287,"date":"2026-10-24T16:16:41","date_gmt":"2026-10-24T08:16:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/117287.html"},"modified":"2026-10-24T16:16:41","modified_gmt":"2026-10-24T08:16:41","slug":"rag%e5%9b%9e%e7%ad%94%e6%80%8e%e4%b9%88%e5%b8%a6%e5%87%ba%e5%a4%84%ef%bc%9a%e5%bc%95%e7%94%a8%e5%ae%9a%e4%bd%8d%e4%b8%8e%e7%89%87%e6%ae%b5%e6%ba%af%e6%ba%90%e5%ae%9e%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/117287.html","title":{"rendered":"RAG\u56de\u7b54\u600e\u4e48\u5e26\u51fa\u5904\uff1a\u5f15\u7528\u5b9a\u4f4d\u4e0e\u7247\u6bb5\u6eaf\u6e90\u5b9e\u73b0"},"content":{"rendered":"

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  • \u4fbf\u4e8e\u7ea0\u504f：\u4e00\u65e6\u7b54\u9519，\u80fd\u987a\u7740\u6765\u6e90\u5b9a\u4f4d\u662f\u68c0\u7d22\u95ee\u9898\u8fd8\u662f\u6587\u6863\u672c\u8eab\u7684\u95ee\u9898\u3002<\/li>\n

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    doc_id<\/td>\n\u6765\u6e90\u6587\u6863\u552f\u4e00\u6807\u8bc6<\/td>\n<\/tr>\n
    doc_title<\/td>\n\u6587\u6863\u540d\u79f0\u3001\u7f16\u53f7<\/td>\n<\/tr>\n
    section_path<\/td>\n\u6240\u5c5e\u7ae0\u8282 \/ \u6761\u6b3e\u53f7<\/td>\n<\/tr>\n
    page_no<\/td>\n\u9875\u7801（\u626b\u63cf\u4ef6\u3001PDF \u5c24\u4e3a\u91cd\u8981）<\/td>\n<\/tr>\n
    version<\/td>\n\u6587\u6863\u7248\u672c<\/td>\n<\/tr>\n
    chunk_id<\/td>\n\u5207\u7247\u6807\u8bc6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5207\u7247\u7c92\u5ea6\u4e5f\u4f1a\u5f71\u54cd\u5f15\u7528\u8d28\u91cf\u3002\u5de5\u7a0b\u89c4\u8303\u5929\u7136\u6309\u201c\u7ae0\u3001\u8282\u3001\u6761\u201d\u7ec4\u7ec7，\u6309\u6761\u6b3e\u5207\u5206\u80fd\u8ba9\u4e00\u4e2a\u5207\u7247\u5bf9\u5e94\u4e00\u6761\u76f8\u5bf9\u5b8c\u6574\u7684\u89c4\u5b9a，\u5f15\u7528\u65f6\u5c31\u80fd\u7cbe\u786e\u5230\u201c\u7b2c X \u6761\u201d，\u800c\u4e0d\u662f\u6a21\u7cca\u5730\u6307\u5411\u4e00\u6574\u9875\u3002<\/p>\n

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    {<\/span>
    \n "content"<\/span>:<\/span> "\u2026\u2026（\u8be5\u6761\u6b3e\u6b63\u6587）\u2026\u2026"<\/span>,<\/span>
    \n "cite"<\/span>:<\/span> {<\/span>
    \n "doc_title"<\/span>:<\/span> "\u6df7\u51dd\u571f\u7ed3\u6784\u5de5\u7a0b\u65bd\u5de5\u89c4\u8303"<\/span>,<\/span>
    \n "section"<\/span>:<\/span> "\u7b2c8.3.2\u6761"<\/span>,<\/span>
    \n "page_no"<\/span>:<\/span> 47<\/span>,<\/span>
    \n "version"<\/span>:<\/span> "2024\u7248"<\/span>,<\/span>
    \n "chunk_id"<\/span>:<\/span> "c_8831"<\/span>
    \n }<\/span>,<\/span>
    \n "score"<\/span>:<\/span> 0.86<\/span>
    \n}<\/span><\/p>\n

    \u56de\u7b54\u4e2d\u5f15\u7528\u54ea\u51e0\u6761，\u901a\u5e38\u53d6\u68c0\u7d22\u5f97\u5206\u9ad8\u3001\u4e14\u786e\u5b9e\u88ab\u7528\u6765\u652f\u6491\u7ed3\u8bba\u7684\u7247\u6bb5\u3002\u4e3a\u4e86\u8ba9\u5f15\u7528\u66f4\u7cbe\u786e，\u8fd8\u53ef\u4ee5\u5728\u7247\u6bb5\u5185\u90e8\u505a\u4e8c\u6b21\u5b9a\u4f4d：\u5982\u679c\u4e00\u4e2a\u5207\u7247\u8f83\u957f，\u5b9a\u4f4d\u5230\u5176\u4e2d\u4e0e\u95ee\u9898\u6700\u76f8\u5173\u7684\u90a3\u51e0\u53e5，\u907f\u514d\u5f15\u7528\u8303\u56f4\u8fc7\u5927\u3002<\/p>\n

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    \u4ee5\u4e0b\u662f\u68c0\u7d22\u5230\u7684\u8d44\u6599，\u6bcf\u6761\u7528 [\u7f16\u53f7] \u6807\u8bc6\u3002
    \n\u8bf7\u53ea\u4f9d\u636e\u8d44\u6599\u56de\u7b54，\u5728\u5f15\u7528\u4e8b\u5b9e\u7684\u53e5\u672b\u6807\u6ce8\u5bf9\u5e94\u7f16\u53f7\u3002
    \n\u8d44\u6599\u4e2d\u6ca1\u6709\u7684\u5185\u5bb9，\u4e0d\u8981\u7f16\u9020，\u76f4\u63a5\u8bf4\u660e\u65e0\u6cd5\u786e\u8ba4\u3002<\/p>\n

    [1] \u2026\u2026（\u51fa\u5904：\u89c4\u8303 \u7b2c8.3.2\u6761）
    \n[2] \u2026\u2026（\u51fa\u5904：\u4f01\u4e1a\u5236\u5ea6 \u7b2c3\u7ae0）<\/p>\n

    \u8fd9\u6837\u6a21\u578b\u4f1a\u8f93\u51fa\u7c7b\u4f3c\u201c\u2026\u2026\u5e94\u6309\u67d0\u8981\u6c42\u5904\u7406 [1]；\u4f01\u4e1a\u5185\u90e8\u8fd8\u9700\u8d70\u67d0\u6d41\u7a0b [2]\u201d\u7684\u7ed3\u679c，\u7f16\u53f7\u518d\u6620\u5c04\u56de\u771f\u5b9e\u6587\u6863\u3002
    \n\u4e0d\u8fc7\u6a21\u578b\u5076\u5c14\u4f1a\u51fa\u73b0\u201c\u5f20\u51a0\u674e\u6234\u201d\u2014\u2014\u53e5\u5b50\u548c\u5f15\u7528\u7f16\u53f7\u5bf9\u4e0d\u4e0a\u3002\u66f4\u7a33\u59a5\u7684\u505a\u6cd5\u662f\u518d\u52a0\u4e00\u9053\u5f15\u7528\u5bf9\u9f50\u6821\u9a8c：<\/p>\n

      \n
    • \u68c0\u67e5\u6bcf\u4e2a\u5f15\u7528\u7f16\u53f7\u662f\u5426\u771f\u5b9e\u5b58\u5728，\u9632\u6b62\u7f16\u9020\u4e0d\u5b58\u5728\u7684\u6765\u6e90；<\/li>\n
    • \u62bd\u67e5\u88ab\u5f15\u7528\u7684\u7247\u6bb5\u662f\u5426\u771f\u7684\u652f\u6491\u90a3\u53e5\u8bdd，\u800c\u4e0d\u662f\u4ec5\u4ec5\u8bed\u4e49\u76f8\u5173；<\/li>\n
    • \u5bf9\u6ca1\u6709\u4efb\u4f55\u5f15\u7528\u652f\u6491\u7684\u4e8b\u5b9e\u6027\u9648\u8ff0，\u8981\u4e48\u8865\u6765\u6e90，\u8981\u4e48\u5220\u9664\u3002<\/li>\n<\/ul>\n

      \u8fd9\u4e00\u6b65\u53ef\u4ee5\u7ed3\u5408\u89c4\u5219\u6821\u9a8c\u4e0e\u6a21\u578b\u6821\u9a8c，\u628a\u201c\u65e0\u6765\u6e90\u7684\u65ad\u8a00\u201d\u62e6\u4e0b\u6765\u3002<\/p>\n

      \u6821\u9a8c\u73af\u8282\u7684\u5224\u65ad\u903b\u8f91\u53ef\u4ee5\u8fd9\u6837\u7ec4\u7ec7：<\/p>\n

      #mermaid-svg-Jk9cHnnv7pp4t72p{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-Jk9cHnnv7pp4t72p .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-Jk9cHnnv7pp4t72p .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-Jk9cHnnv7pp4t72p .error-icon{fill:#552222;}#mermaid-svg-Jk9cHnnv7pp4t72p .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-Jk9cHnnv7pp4t72p .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-Jk9cHnnv7pp4t72p .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-Jk9cHnnv7pp4t72p .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-Jk9cHnnv7pp4t72p .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-Jk9cHnnv7pp4t72p .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-Jk9cHnnv7pp4t72p .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-Jk9cHnnv7pp4t72p .marker{fill:#333333;stroke:#333333;}#mermaid-svg-Jk9cHnnv7pp4t72p .marker.cross{stroke:#333333;}#mermaid-svg-Jk9cHnnv7pp4t72p svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-Jk9cHnnv7pp4t72p p{margin:0;}#mermaid-svg-Jk9cHnnv7pp4t72p .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-Jk9cHnnv7pp4t72p .cluster-label text{fill:#333;}#mermaid-svg-Jk9cHnnv7pp4t72p .cluster-label span{color:#333;}#mermaid-svg-Jk9cHnnv7pp4t72p .cluster-label span p{background-color:transparent;}#mermaid-svg-Jk9cHnnv7pp4t72p .label text,#mermaid-svg-Jk9cHnnv7pp4t72p span{fill:#333;color:#333;}#mermaid-svg-Jk9cHnnv7pp4t72p .node rect,#mermaid-svg-Jk9cHnnv7pp4t72p .node circle,#mermaid-svg-Jk9cHnnv7pp4t72p .node ellipse,#mermaid-svg-Jk9cHnnv7pp4t72p .node polygon,#mermaid-svg-Jk9cHnnv7pp4t72p .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-Jk9cHnnv7pp4t72p .rough-node .label text,#mermaid-svg-Jk9cHnnv7pp4t72p .node .label text,#mermaid-svg-Jk9cHnnv7pp4t72p .image-shape .label,#mermaid-svg-Jk9cHnnv7pp4t72p .icon-shape .label{text-anchor:middle;}#mermaid-svg-Jk9cHnnv7pp4t72p .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-Jk9cHnnv7pp4t72p .rough-node .label,#mermaid-svg-Jk9cHnnv7pp4t72p .node .label,#mermaid-svg-Jk9cHnnv7pp4t72p .image-shape .label,#mermaid-svg-Jk9cHnnv7pp4t72p .icon-shape .label{text-align:center;}#mermaid-svg-Jk9cHnnv7pp4t72p .node.clickable{cursor:pointer;}#mermaid-svg-Jk9cHnnv7pp4t72p .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-Jk9cHnnv7pp4t72p .arrowheadPath{fill:#333333;}#mermaid-svg-Jk9cHnnv7pp4t72p .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-Jk9cHnnv7pp4t72p .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-Jk9cHnnv7pp4t72p .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Jk9cHnnv7pp4t72p .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-Jk9cHnnv7pp4t72p .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Jk9cHnnv7pp4t72p .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-Jk9cHnnv7pp4t72p .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-Jk9cHnnv7pp4t72p .cluster text{fill:#333;}#mermaid-svg-Jk9cHnnv7pp4t72p .cluster span{color:#333;}#mermaid-svg-Jk9cHnnv7pp4t72p div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-Jk9cHnnv7pp4t72p .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-Jk9cHnnv7pp4t72p rect.text{fill:none;stroke-width:0;}#mermaid-svg-Jk9cHnnv7pp4t72p .icon-shape,#mermaid-svg-Jk9cHnnv7pp4t72p .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Jk9cHnnv7pp4t72p .icon-shape p,#mermaid-svg-Jk9cHnnv7pp4t72p .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-Jk9cHnnv7pp4t72p .icon-shape .label rect,#mermaid-svg-Jk9cHnnv7pp4t72p .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Jk9cHnnv7pp4t72p .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-Jk9cHnnv7pp4t72p .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-Jk9cHnnv7pp4t72p :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/p>\n

      \u5426<\/p>\n

      <\/span><\/p>\n

      \u662f<\/p>\n

      <\/span><\/p>\n

      \u5426<\/p>\n

      <\/span><\/p>\n

      \u662f<\/p>\n

      <\/span><\/p>\n

      \u662f<\/p>\n

      <\/span><\/p>\n

      \u5426<\/p>\n

      <\/span><\/span><\/p>\n

      \u6a21\u578b\u8f93\u51fa\u56de\u7b54<\/p>\n

      <\/span><\/p>\n

      \u5f15\u7528\u7f16\u53f7\u662f\u5426\u5b58\u5728<\/p>\n

      <\/span><\/p>\n

      \u5224\u5b9a\u4e3a\u7f16\u9020\u6765\u6e90，\u62e6\u622a<\/p>\n

      <\/span><\/p>\n

      \u7247\u6bb5\u662f\u5426\u652f\u6491\u8be5\u53e5<\/p>\n

      <\/span><\/p>\n

      \u662f\u5426\u5b58\u5728\u65e0\u5f15\u7528\u7684\u4e8b\u5b9e\u9648\u8ff0<\/p>\n

      <\/span><\/p>\n

      \u8865\u6765\u6e90\u6216\u5220\u9664\u8be5\u9648\u8ff0<\/p>\n

      <\/span><\/p>\n

      \u901a\u8fc7\u6821\u9a8c，\u8f93\u51fa\u7ed3\u679c<\/p>\n

      <\/span><\/p>\n

      \u4e0b\u9762\u7528\u4e00\u6bb5 Python \u4ee3\u7801\u628a\u8fd9\u4e24\u6b65\u843d\u5730：\u5148\u7528\u6b63\u5219\u63d0\u53d6\u56de\u7b54\u91cc\u7684 [n] \u7f16\u53f7，\u4e0e\u68c0\u7d22\u7ed3\u679c\u7f16\u53f7\u96c6\u5408\u6bd4\u5bf9；\u518d\u5bf9\u6bcf\u4e2a\u300c\u53e5\u5b50\u2014\u5f15\u7528\u300d\u914d\u5bf9\u8c03\u7528\u6a21\u578b\u505a\u652f\u6491\u5ea6\u62bd\u67e5\u3002<\/p>\n

      import<\/span> re
      \nimport<\/span> json
      \nfrom<\/span> openai import<\/span> OpenAI<\/p>\n

      client =<\/span> OpenAI(<\/span>)<\/span><\/p>\n

      # \u68c0\u7d22\u9636\u6bb5\u8fd4\u56de\u7684\u5019\u9009\u8bc1\u636e，key \u4e3a\u5f15\u7528\u7f16\u53f7<\/span>
      \nretrieved =<\/span> {<\/span>
      \n 1<\/span>:<\/span> {<\/span>"content"<\/span>:<\/span> "\u6df7\u51dd\u571f\u6d47\u7b51\u5e94\u8fde\u7eed\u8fdb\u884c，\u95f4\u6b47\u65f6\u95f4\u4e0d\u5f97\u8d85\u8fc7\u89c4\u8303\u89c4\u5b9a\u3002"<\/span>,<\/span>
      \n "cite"<\/span>:<\/span> {<\/span>"doc_title"<\/span>:<\/span> "\u6df7\u51dd\u571f\u7ed3\u6784\u5de5\u7a0b\u65bd\u5de5\u89c4\u8303"<\/span>,<\/span> "section"<\/span>:<\/span> "\u7b2c8.3.2\u6761"<\/span>}<\/span>}<\/span>,<\/span>
      \n 2<\/span>:<\/span> {<\/span>"content"<\/span>:<\/span> "\u91cd\u5927\u5de5\u5e8f\u53d8\u66f4\u9700\u7ecf\u9879\u76ee\u6280\u672f\u8d1f\u8d23\u4eba\u5ba1\u6279\u540e\u65b9\u53ef\u5b9e\u65bd\u3002"<\/span>,<\/span>
      \n "cite"<\/span>:<\/span> {<\/span>"doc_title"<\/span>:<\/span> "\u4f01\u4e1a\u65bd\u5de5\u7ba1\u7406\u5236\u5ea6"<\/span>,<\/span> "section"<\/span>:<\/span> "\u7b2c3\u7ae0"<\/span>}<\/span>}<\/span>,<\/span>
      \n}<\/span><\/p>\n

      CITE_PATTERN =<\/span> re.<\/span>compile<\/span>(<\/span>r"\\\\[(\\\\d+)\\\\]"<\/span>)<\/span><\/p>\n

      def<\/span> split_sentences<\/span>(<\/span>answer:<\/span> str<\/span>)<\/span>:<\/span>
      \n """\u6309\u4e2d\u6587\u53e5\u672b\u6807\u70b9\u5207\u53e5，\u4fdd\u7559\u5f15\u7528\u7f16\u53f7"""<\/span>
      \n parts =<\/span> re.<\/span>split(<\/span>r"(?<=[\u3002！？；])"<\/span>,<\/span> answer)<\/span>
      \n return<\/span> [<\/span>p.<\/span>strip(<\/span>)<\/span> for<\/span> p in<\/span> parts if<\/span> p.<\/span>strip(<\/span>)<\/span>]<\/span><\/p>\n

      def<\/span> check_citation_exists<\/span>(<\/span>answer:<\/span> str<\/span>,<\/span> retrieved:<\/span> dict<\/span>)<\/span>:<\/span>
      \n """\u89c4\u5219\u6821\u9a8c：\u56de\u7b54\u4e2d\u7684\u7f16\u53f7\u5fc5\u987b\u771f\u5b9e\u5b58\u5728\u4e8e\u68c0\u7d22\u7ed3\u679c"""<\/span>
      \n used =<\/span> {<\/span>int<\/span>(<\/span>n)<\/span> for<\/span> n in<\/span> CITE_PATTERN.<\/span>findall(<\/span>answer)<\/span>}<\/span>
      \n missing =<\/span> used –<\/span> set<\/span>(<\/span>retrieved.<\/span>keys(<\/span>)<\/span>)<\/span>
      \n return<\/span> used,<\/span> missing<\/p>\n

      def<\/span> check_support<\/span>(<\/span>sentence:<\/span> str<\/span>,<\/span> evidence:<\/span> str<\/span>)<\/span> –<\/span>><\/span> bool<\/span>:<\/span>
      \n """\u6a21\u578b\u6821\u9a8c：\u5224\u65ad\u8bc1\u636e\u7247\u6bb5\u662f\u5426\u652f\u6491\u8be5\u53e5"""<\/span>
      \n prompt =<\/span> (<\/span>
      \n "\u5224\u65ad\u3010\u8bc1\u636e\u3011\u662f\u5426\u8db3\u4ee5\u652f\u6491\u3010\u7ed3\u8bba\u3011\u3002\u53ea\u56de\u7b54 \u662f \u6216 \u5426\u3002\\\\n"<\/span>
      \n f"\u3010\u7ed3\u8bba\u3011<\/span>{<\/span>sentence}<\/span><\/span>\\\\n\u3010\u8bc1\u636e\u3011<\/span>{<\/span>evidence}<\/span><\/span>"<\/span><\/span>
      \n )<\/span>
      \n resp =<\/span> client.<\/span>chat.<\/span>completions.<\/span>create(<\/span>
      \n model=<\/span>"gpt-4o-mini"<\/span>,<\/span>
      \n messages=<\/span>[<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> prompt}<\/span>]<\/span>,<\/span>
      \n temperature=<\/span>0<\/span>,<\/span>
      \n )<\/span>
      \n return<\/span> resp.<\/span>choices[<\/span>0<\/span>]<\/span>.<\/span>message.<\/span>content.<\/span>strip(<\/span>)<\/span>.<\/span>startswith(<\/span>"\u662f"<\/span>)<\/span><\/p>\n

      def<\/span> validate<\/span>(<\/span>answer:<\/span> str<\/span>,<\/span> retrieved:<\/span> dict<\/span>)<\/span>:<\/span>
      \n used,<\/span> missing =<\/span> check_citation_exists(<\/span>answer,<\/span> retrieved)<\/span>
      \n if<\/span> missing:<\/span>
      \n return<\/span> {<\/span>"pass"<\/span>:<\/span> False<\/span>,<\/span> "reason"<\/span>:<\/span> f"\u5f15\u7528\u4e86\u4e0d\u5b58\u5728\u7684\u7f16\u53f7 <\/span>{<\/span>sorted<\/span>(<\/span>missing)<\/span>}<\/span><\/span>"<\/span><\/span>}<\/span><\/p>\n

      for<\/span> sentence in<\/span> split_sentences(<\/span>answer)<\/span>:<\/span>
      \n nums =<\/span> [<\/span>int<\/span>(<\/span>n)<\/span> for<\/span> n in<\/span> CITE_PATTERN.<\/span>findall(<\/span>sentence)<\/span>]<\/span>
      \n if<\/span> not<\/span> nums:<\/span>
      \n # \u65e0\u5f15\u7528\u7684\u4e8b\u5b9e\u6027\u9648\u8ff0，\u4ea4\u7531\u4e0a\u5c42\u51b3\u5b9a\u8865\u6765\u6e90\u6216\u5220\u9664<\/span>
      \n return<\/span> {<\/span>"pass"<\/span>:<\/span> False<\/span>,<\/span> "reason"<\/span>:<\/span> f"\u65e0\u5f15\u7528\u652f\u6491\u7684\u9648\u8ff0：<\/span>{<\/span>sentence}<\/span><\/span>"<\/span><\/span>}<\/span>
      \n for<\/span> n in<\/span> nums:<\/span>
      \n if<\/span> not<\/span> check_support(<\/span>sentence,<\/span> retrieved[<\/span>n]<\/span>[<\/span>"content"<\/span>]<\/span>)<\/span>:<\/span>
      \n return<\/span> {<\/span>"pass"<\/span>:<\/span> False<\/span>,<\/span>
      \n "reason"<\/span>:<\/span> f"\u7247\u6bb5 [<\/span>{<\/span>n}<\/span><\/span>] \u672a\u652f\u6491\u8be5\u53e5：<\/span>{<\/span>sentence}<\/span><\/span>"<\/span><\/span>}<\/span><\/p>\n

      return<\/span> {<\/span>"pass"<\/span>:<\/span> True<\/span>,<\/span> "reason"<\/span>:<\/span> "\u5168\u90e8\u5f15\u7528\u7f16\u53f7\u5b58\u5728\u4e14\u652f\u6491\u5ea6\u6821\u9a8c\u901a\u8fc7"<\/span>}<\/span><\/p>\n

      # \u60c5\u51b5\u4e00：\u7f16\u53f7\u7f16\u9020，\u88ab\u62e6\u622a<\/span>
      \nbad_answer =<\/span> "\u6df7\u51dd\u571f\u5e94\u8fde\u7eed\u6d47\u7b51 [1]；\u53d8\u66f4\u9700\u62a5\u603b\u90e8\u5907\u6848 [3]\u3002"<\/span>
      \nprint<\/span>(<\/span>json.<\/span>dumps(<\/span>validate(<\/span>bad_answer,<\/span> retrieved)<\/span>,<\/span> ensure_ascii=<\/span>False<\/span>)<\/span>)<\/span>
      \n# \u8fd0\u884c\u7ed3\u679c：{"pass": false, "reason": "\u5f15\u7528\u4e86\u4e0d\u5b58\u5728\u7684\u7f16\u53f7 [3]"}<\/span><\/p>\n

      # \u60c5\u51b5\u4e8c：\u7f16\u53f7\u5b58\u5728\u4f46\u7247\u6bb5\u4e0d\u652f\u6491，\u88ab\u62e6\u622a<\/span>
      \nweak_answer =<\/span> "\u6df7\u51dd\u571f\u5e94\u8fde\u7eed\u6d47\u7b51 [1]；\u53d8\u66f4\u9700\u62a5\u603b\u90e8\u5907\u6848 [2]\u3002"<\/span>
      \nprint<\/span>(<\/span>json.<\/span>dumps(<\/span>validate(<\/span>weak_answer,<\/span> retrieved)<\/span>,<\/span> ensure_ascii=<\/span>False<\/span>)<\/span>)<\/span>
      \n# \u8fd0\u884c\u7ed3\u679c：{"pass": false, "reason": "\u7247\u6bb5 [2] \u672a\u652f\u6491\u8be5\u53e5：\u53d8\u66f4\u9700\u62a5\u603b\u90e8\u5907\u6848 [2]\u3002"}<\/span><\/p>\n

      # \u60c5\u51b5\u4e09：\u7f16\u53f7\u5b58\u5728\u4e14\u652f\u6491，\u901a\u8fc7<\/span>
      \ngood_answer =<\/span> "\u6df7\u51dd\u571f\u6d47\u7b51\u5e94\u8fde\u7eed\u8fdb\u884c [1]；\u91cd\u5927\u5de5\u5e8f\u53d8\u66f4\u9700\u7ecf\u6280\u672f\u8d1f\u8d23\u4eba\u5ba1\u6279 [2]\u3002"<\/span>
      \nprint<\/span>(<\/span>json.<\/span>dumps(<\/span>validate(<\/span>good_answer,<\/span> retrieved)<\/span>,<\/span> ensure_ascii=<\/span>False<\/span>)<\/span>)<\/span>
      \n# \u8fd0\u884c\u7ed3\u679c：{"pass": true, "reason": "\u5168\u90e8\u5f15\u7528\u7f16\u53f7\u5b58\u5728\u4e14\u652f\u6491\u5ea6\u6821\u9a8c\u901a\u8fc7"}<\/span><\/p>\n

      \u8fd9\u6bb5\u4ee3\u7801\u628a\u6821\u9a8c\u62c6\u6210\u4e24\u5c42：\u7f16\u53f7\u5b58\u5728\u6027\u7528\u6b63\u5219\u52a0\u96c6\u5408\u5dee\u96c6，\u6210\u672c\u4f4e\u3001\u80fd\u6321\u4f4f\u7f16\u9020\u6765\u6e90；\u652f\u6491\u5ea6\u62bd\u67e5\u624d\u8c03\u7528\u6a21\u578b，\u53ea\u5bf9\u771f\u6b63\u88ab\u5f15\u7528\u7684\u53e5\u5b50\u4ed8\u8d39，\u907f\u514d\u5168\u91cf\u8c03\u7528\u5e26\u6765\u7684\u5f00\u9500\u3002\u5b9e\u9645\u5de5\u7a0b\u4e2d\u8fd8\u53ef\u4ee5\u628a check_support \u7684\u7ed3\u679c\u7f13\u5b58\u8d77\u6765，\u540c\u4e00\u300c\u53e5\u5b50\u2014\u7247\u6bb5\u300d\u7ec4\u5408\u4e0d\u91cd\u590d\u5224\u5b9a\u3002<\/p>\n

      \u4e94\u3001\u6eaf\u6e90\u5931\u6548\u7684\u5904\u7406<\/h3>\n

      \u5f15\u7528\u8981\u53ef\u9760，\u8fd8\u5f97\u8003\u8651\u6765\u6e90\u672c\u8eab\u4f1a\u53d8\u5316\u3002<\/p>\n

      \u6587\u6863\u53ef\u80fd\u88ab\u5220\u9664\u3001\u4f5c\u5e9f\u6216\u6362\u7248，\u5bfc\u81f4\u5f15\u7528\u6307\u5411\u7684\u5185\u5bb9\u53d1\u751f\u53d8\u5316\u3002\u5e94\u5bf9\u529e\u6cd5：<\/p>\n

        \n
      • \u56de\u7b54\u4e2d\u4fdd\u7559\u6587\u6863\u7248\u672c\u53f7，\u5f15\u7528\u7684\u662f\u5f53\u65f6\u68c0\u7d22\u5230\u7684\u7248\u672c，\u907f\u514d\u65b0\u7248\u6539\u4e86\u5185\u5bb9\u5374\u5bf9\u4e0d\u4e0a；<\/li>\n
      • \u5f15\u7528\u6307\u5411\u7684\u5207\u7247\u88ab\u5220\u9664\u65f6，\u6807\u8bb0\u4e3a\u201c\u8be5\u6765\u6e90\u5df2\u5931\u6548\u201d，\u800c\u4e0d\u662f\u5c55\u793a\u4e00\u4e2a\u6253\u4e0d\u5f00\u7684\u94fe\u63a5；<\/li>\n
      • \u5173\u952e\u7ed3\u8bba\u5982\u679c\u53ea\u6765\u81ea\u5355\u4e00\u6765\u6e90\u3001\u4e14\u6765\u6e90\u5df2\u66f4\u65b0，\u5e94\u91cd\u65b0\u68c0\u7d22\u518d\u56de\u7b54；<\/li>\n
      • \u5f53\u6240\u6709\u8bc1\u636e\u90fd\u4e0d\u8db3\u4ee5\u652f\u6491\u7ed3\u8bba\u65f6，\u660e\u786e\u63d0\u793a\u201c\u672a\u5728\u8d44\u6599\u4e2d\u627e\u5230\u4f9d\u636e，\u8bf7\u4eba\u5de5\u6838\u5b9e\u201d，\u800c\u4e0d\u662f\u786c\u51d1\u4e00\u4e2a\u5f15\u7528\u3002<\/li>\n<\/ul>\n

        \u5728\u5c55\u793a\u5c42，\u5f15\u7528\u6700\u597d\u505a\u6210\u53ef\u70b9\u51fb\u7684\u89d2\u6807\u6216\u811a\u6ce8，\u70b9\u5f00\u80fd\u770b\u5230\u539f\u6587\u7247\u6bb5\u3001\u6587\u6863\u540d\u3001\u6761\u6b3e\u548c\u9875\u7801，\u5f62\u6210\u201c\u7ed3\u8bba\u2014\u7247\u6bb5\u2014\u539f\u6587\u201d\u7684\u5b8c\u6574\u94fe\u8def\u3002<\/p>\n

        \u5f15\u7528\u6eaf\u6e90\u7684\u672c\u8d28，\u662f\u7ed9 AI \u7ed9\u51fa\u7684\u6bcf\u4e00\u4e2a\u7ed3\u8bba\u52a0\u4e0a\u53ef\u56de\u6eaf\u7684\u951a\u70b9\u3002\u628a\u5143\u6570\u636e\u3001\u7247\u6bb5\u5b9a\u4f4d\u3001\u5f15\u7528\u5bf9\u9f50\u548c\u5931\u6548\u5904\u7406\u8fd9\u51e0\u73af\u505a\u624e\u5b9e，\u77e5\u8bc6\u5e93\u7684\u56de\u7b54\u624d\u771f\u6b63\u5177\u5907\u5de5\u7a0b\u573a\u666f\u6240\u9700\u7684\u53ef\u4fe1\u5ea6\u3002
        \n\u672c\u6587\u4e3a\u6280\u672f\u79d1\u666e，\u4e0d\u6784\u6210\u4efb\u4f55\u5546\u4e1a\u5efa\u8bae\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

        \u5de5\u7a0b\u77e5\u8bc6\u5e93\u95ee\u7b54\u91cc，\u201c\u7b54\u6848\u5bf9\u4e0d\u5bf9\u201d\u548c\u201c\u7b54\u6848\u80fd\u4e0d\u80fd\u67e5\u56de\u539f\u6587\u201d\u540c\u6837\u91cd\u8981\u3002\u4e00\u6761\u6ca1\u6709\u6765\u6e90\u7684\u56de\u7b54，\u7528\u6237\u65e0\u6cd5\u6838\u5bf9，\u4e5f\u4e0d\u6562\u636e\u6b64\u505a\u51b3\u7b56\u3002\u672c\u6587\u8bb2 RAG \u7cfb\u7edf\u600e\u4e48\u5b9e\u73b0\u5f15\u7528\u6eaf\u6e90，\u8ba9\u56de\u7b54\u91cc\u7684\u6bcf\u4e2a\u5173\u952e\u7ed3\u8bba\u90fd\u80fd\u5b9a\u4f4d\u5230\u5177\u4f53\u6587\u6863\u548c\u6761\u6b3e\u3002\u6458\u8981：\u672c\u6587\u56f4\u7ed5 RAG \u7cfb\u7edf\u7684\u5f15\u7528\u6eaf\u6e90\u5c55\u5f00，\u8bf4\u660e\u4e3a\u4ec0\u4e48\u5de5\u7a0b\u77e5\u8bc6\u5e93\u95ee\u7b54\u5fc5\u987b\u8ba9\u6bcf\u4e2a\u7ed3\u8bba\u90fd\u80fd\u67e5\u56de\u539f\u6587\u3002\u6587\u7ae0\u4ece\u5165\u5e93\u5207\u5206\u65f6\u5199\u5165\u6eaf\u6e90\u5143\u6570\u636e\u8bb2\u8d77，\u4ecb\u7ecd\u68c0\u7d22\u9636\u6bb5\u5982\u4f55\u968f\u7247\u6bb5\u8fd4\u56de\u6587\u6863\u540d\u3001\u6761\u6b3e\u53f7\u3001\u9875\u7801<\/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":[868,55],"topic":[],"class_list":["post-117287","post","type-post","status-publish","format-standard","hentry","category-server","tag-868","tag-c"],"yoast_head":"\nRAG\u56de\u7b54\u600e\u4e48\u5e26\u51fa\u5904\uff1a\u5f15\u7528\u5b9a\u4f4d\u4e0e\u7247\u6bb5\u6eaf\u6e90\u5b9e\u73b0 - \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\/117287.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"RAG\u56de\u7b54\u600e\u4e48\u5e26\u51fa\u5904\uff1a\u5f15\u7528\u5b9a\u4f4d\u4e0e\u7247\u6bb5\u6eaf\u6e90\u5b9e\u73b0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u5de5\u7a0b\u77e5\u8bc6\u5e93\u95ee\u7b54\u91cc，\u201c\u7b54\u6848\u5bf9\u4e0d\u5bf9\u201d\u548c\u201c\u7b54\u6848\u80fd\u4e0d\u80fd\u67e5\u56de\u539f\u6587\u201d\u540c\u6837\u91cd\u8981\u3002\u4e00\u6761\u6ca1\u6709\u6765\u6e90\u7684\u56de\u7b54，\u7528\u6237\u65e0\u6cd5\u6838\u5bf9，\u4e5f\u4e0d\u6562\u636e\u6b64\u505a\u51b3\u7b56\u3002\u672c\u6587\u8bb2 RAG \u7cfb\u7edf\u600e\u4e48\u5b9e\u73b0\u5f15\u7528\u6eaf\u6e90，\u8ba9\u56de\u7b54\u91cc\u7684\u6bcf\u4e2a\u5173\u952e\u7ed3\u8bba\u90fd\u80fd\u5b9a\u4f4d\u5230\u5177\u4f53\u6587\u6863\u548c\u6761\u6b3e\u3002\u6458\u8981：\u672c\u6587\u56f4\u7ed5 RAG \u7cfb\u7edf\u7684\u5f15\u7528\u6eaf\u6e90\u5c55\u5f00，\u8bf4\u660e\u4e3a\u4ec0\u4e48\u5de5\u7a0b\u77e5\u8bc6\u5e93\u95ee\u7b54\u5fc5\u987b\u8ba9\u6bcf\u4e2a\u7ed3\u8bba\u90fd\u80fd\u67e5\u56de\u539f\u6587\u3002\u6587\u7ae0\u4ece\u5165\u5e93\u5207\u5206\u65f6\u5199\u5165\u6eaf\u6e90\u5143\u6570\u636e\u8bb2\u8d77，\u4ecb\u7ecd\u68c0\u7d22\u9636\u6bb5\u5982\u4f55\u968f\u7247\u6bb5\u8fd4\u56de\u6587\u6863\u540d\u3001\u6761\u6b3e\u53f7\u3001\u9875\u7801\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/117287.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-24T08:16:41+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=\"8 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/117287.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/117287.html\",\"name\":\"RAG\u56de\u7b54\u600e\u4e48\u5e26\u51fa\u5904\uff1a\u5f15\u7528\u5b9a\u4f4d\u4e0e\u7247\u6bb5\u6eaf\u6e90\u5b9e\u73b0 - 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