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VLM \u6574\u9875\u7406\u89e3<\/td>\n\u6574\u9875\u6e32\u67d3\u6210\u56fe\u4ea4\u7ed9\u89c6\u89c9\u8bed\u8a00\u6a21\u578b，\u4e00\u6b21\u8f93\u51fa\u5e26\u7ed3\u6784\u7684 Markdown<\/td>\n\u4e0a\u4f4d：\u591a\u6a21\u6001\u6587\u6863\u7406\u89e3；\u540c\u65cf：Nougat \u7c7b\u7aef\u5230\u7aef\u6a21\u578b<\/td>\n\u4e09\u6863\u91cc\u6700\u8d35\u7684\u4e00\u6863，\u53ea\u5728\u7ed3\u6784\u4fdd\u6301\u7387\u8981\u6c42\u6781\u9ad8\u65f6\u5212\u7b97<\/td>\n<\/tr>\n
\u65e0\u611f\u635f\u5931<\/td>\n\u89e3\u6790\u4e22\u4e86\u4fe1\u606f，\u4f46\u8f93\u51fa\u4ecd\u662f\u6b63\u5e38\u6587\u672c\u3001\u4e0d\u89e6\u53d1\u5f02\u5e38<\/td>\n\u4e0e\u300c\u6709\u611f\u635f\u5931\u300d\u5e76\u5217；\u4e0a\u4f4d：\u89e3\u6790\u8d28\u91cf\u5ea6\u91cf<\/td>\n\u56db\u628a\u5c3a\u5b50\u90fd\u662f\u4e3a\u5b83\u8bbe\u8ba1\u7684<\/td>\n<\/tr>\n
\u7ed3\u6784\u5316\u5757\u6d41<\/td>\n\u89e3\u6790\u5668\u7684\u4ea7\u7269：\u5e26\u7c7b\u578b\u3001\u9875\u7801\u3001\u7ae0\u8282\u8def\u5f84\u7684\u5757\u5e8f\u5217<\/td>\n\u4e0a\u4f4d：\u77e5\u8bc6\u6761\u76ee；\u4e0b\u4f4d：\u5757\u3001\u8de8\u5ea6<\/td>\n\u672c\u7bc7\u7684\u8f93\u51fa\u7269，\u4e5f\u662f 02B-\u6587\u6863\u89e3\u6790\u4e0b-\u8868\u683c\u8de8\u9875\u4e0e\u622a\u65ad \u4e0e {{URL:03}} \u7684\u8f93\u5165<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

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\n

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\u89e3\u7801<\/td>\n\u626b\u63cf\u9875\u65e0\u6587\u672c\u5c42 \u2192 \u7a7a\u4e32；\u5b57\u4f53\u7f3a\u6620\u5c04 \u2192 \u4e71\u7801<\/td>\n\u534a\u6709\u611f<\/td>\n\u7a7a\u9875\u7387\u3001\u4e71\u7801\u5b57\u7b26\u5360\u6bd4<\/td>\n\u7a7a\u9875\u7387 >1% \u89e6\u53d1 OCR \u5206\u652f<\/td>\n<\/tr>\n
\u7248\u9762\u5206\u6790<\/td>\n\u53cc\u680f\u88ab\u5f53\u5355\u680f；\u9875\u7709\u9875\u811a\u6df7\u8fdb\u6b63\u6587；\u6807\u9898\u5f53\u666e\u901a\u6bb5\u843d<\/td>\n\u65e0\u611f<\/td>\n\u5355\u9875\u5757\u6570\u5f02\u5e38\u3001\u5757\u5bbd\u5206\u5e03\u53cc\u5cf0<\/td>\n\u5757\u5bbd\u53cc\u5cf0\u4e14\u5757\u6570\u7ffb\u500d\u5373\u5224\u5b9a\u5206\u680f<\/td>\n<\/tr>\n
\u8868\u683c\u8fd8\u539f<\/td>\n\u62c9\u5e73\u6210\u7a7a\u683c\u5206\u9694\u6587\u672c；\u5408\u5e76\u5355\u5143\u683c\u4e22；\u591a\u7ea7\u8868\u5934\u584c\u6210\u4e00\u884c<\/td>\n\u65e0\u611f<\/td>\n\u8fd8\u539f\u8868\u683c\u6570\u4e0e\u8868\u683c\u533a\u57df\u6570\u4e4b\u6bd4<\/td>\n\u8fd8\u539f\u7387 <0.6 \u89c6\u4e3a\u8be5\u73af\u8282\u5931\u6548<\/td>\n<\/tr>\n
\u9605\u8bfb\u987a\u5e8f<\/td>\n\u5de6\u53f3\u680f\u7a7f\u63d2；\u811a\u6ce8\u63d2\u8fdb\u6b63\u6587\u4e2d\u95f4；\u8de8\u9875\u6bb5\u843d\u88ab\u5207\u65ad<\/td>\n\u65e0\u611f<\/td>\n\u76f8\u90bb\u5757\u7ae0\u8282\u8def\u5f84\u8df3\u53d8\u6b21\u6570<\/td>\n\u8df3\u53d8\u7387 >5% \u5c31\u8981\u6362\u6392\u5e8f\u7b56\u7565<\/td>\n<\/tr>\n
\u5143\u6570\u636e\u62bd\u53d6<\/td>\n\u6ca1\u6709\u9875\u7801\u3001\u7ae0\u8282\u8def\u5f84\u4e0e\u5c42\u7ea7<\/td>\n\u65e0\u611f<\/td>\nsection \u7a7a\u503c\u7387<\/td>\n\u7a7a\u503c\u7387 >10% \u4f1a\u8ba9\u5f15\u7528\u65e0\u6cd5\u5b9a\u4f4d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e94\u6761\u6700\u5bb9\u6613\u8e29\u7684\u5751，\u6309\u4e94\u5b57\u6bb5\u62c6\u5f00：<\/p>\n\n\u9677\u9631\u89e6\u53d1\u6761\u4ef6\u73b0\u8c61\u6839\u56e0\u68c0\u6d4b\u89c4\u907f<\/tr>\n\n\n\n\n\n\n
\u8868\u683c\u62c9\u5e73<\/td>\n\u6863 A \u62bd\u53d6\u542b\u8868\u9875\u9762<\/td>\n\u5355\u5143\u683c\u503c\u90fd\u5728，\u5217\u540d\u548c\u5f52\u5c5e\u6ca1\u4e86<\/td>\n\u89e3\u6790\u5668\u65e0\u8868\u683c\u7ed3\u6784\u8bc6\u522b\u80fd\u529b<\/td>\n\u7ed3\u6784\u4fdd\u6301\u7387 <0.5<\/td>\n\u5347\u5230\u6863 B，\u6216\u53ea\u5bf9\u8be5\u7c7b\u6587\u6863\u5347\u6863<\/td>\n<\/tr>\n
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\u53cc\u680f\u4e32\u680f<\/td>\n\u53cc\u680f\u6392\u7248\u6309 y \u5750\u6807\u6392\u5e8f<\/td>\n\u5de6\u680f\u6bb5\u843d\u4e2d\u95f4\u63d2\u8fdb\u53f3\u680f\u53e5\u5b50<\/td>\n\u9605\u8bfb\u987a\u5e8f\u53ea\u6309\u7eb5\u5411\u5750\u6807\u6392<\/td>\n\u76f8\u90bb\u5757 section \u8df3\u53d8\u8ba1\u6570<\/td>\n\u7248\u9762\u5668\u5f00\u5206\u680f\u68c0\u6d4b，\u6309\u680f\u5206\u7ec4\u6392\u5e8f<\/td>\n<\/tr>\n
\u6807\u9898\u5c42\u7ea7\u4e22\u5931<\/td>\n\u6807\u9898\u9760\u52a0\u7c97\u800c\u975e\u6837\u5f0f\u6807\u8bb0<\/td>\nsection \u8def\u5f84\u5168\u7a7a，\u5c42\u7ea7\u6811\u9000\u5316\u6210\u5e73\u8868<\/td>\n\u5143\u6570\u636e\u73af\u8282\u6ca1\u53d6\u5b57\u53f7\u4e0e\u52a0\u7c97\u7279\u5f81<\/td>\nsection \u7a7a\u503c\u7387<\/td>\n\u7528\u5b57\u53f7\/\u52a0\u7c97\/\u7f16\u53f7\u6b63\u5219\u91cd\u5efa\u5c42\u7ea7<\/td>\n<\/tr>\n
\u626b\u63cf\u9875\u9759\u9ed8\u62bd\u7a7a<\/td>\nPDF \u53ea\u6709\u56fe\u5c42\u6ca1\u6709\u6587\u672c\u5c42<\/td>\n\u8be5\u9875\u8fd4\u56de\u7a7a\u4e32，exit code \u4e3a 0<\/td>\n\u89e3\u7801\u73af\u8282\u62bd\u4e0d\u5230\u5c31\u8fd4\u56de\u7a7a，\u4e0d\u629b\u5f02\u5e38<\/td>\n\u7a7a\u9875\u7387<\/td>\n\u7a7a\u9875\u7387\u8d85\u9608\u503c\u8d70 OCR，\u6bcf\u9875\u7559 page_no<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6709\u6587\u672c\u5c42\u5374\u4e0a\u4e86 OCR，\u662f\u8fd9\u91cc\u6700\u8d35\u7684\u4e00\u7c7b\u53cd\u5411\u9519\u8bef：\u5df2\u7ecf\u6b63\u786e\u7684\u5b57\u7b26\u88ab\u91cd\u8bc6\u522b\u4e00\u904d，\u5b57\u6bb5\u53ec\u56de\u7387\u4e0d\u5347\u53cd\u964d\u3002\u5224\u636e\u5f88\u7b80\u5355\u2014\u2014\u62bd\u4e00\u9875\u770b\u5b57\u7b26\u6570\u4e0e\u8be5\u9875\u89c6\u89c9\u5bc6\u5ea6\u662f\u5426\u5339\u914d，\u6b63\u5e38\u5c31\u522b OCR\u3002<\/p>\n

\u51e0\u4e2a\u540d\u8bcd\u8865\u9f50：<\/p>\n\n\u540d\u8bcd\u4e00\u53e5\u8bdd\u539f\u7406\u8fb9\u754c\u4e0e\u5173\u952e\u53c2\u6570<\/tr>\n\n\n\n\n\n
\u6587\u672c\u5c42<\/td>\nPDF \u5185\u90e8\u5b58\u653e\u7684\u5b57\u7b26\u4e0e\u5750\u6807\u6570\u636e，\u51b3\u5b9a\u80fd\u4e0d\u80fd\u4e0d OCR \u76f4\u63a5\u53d6\u5b57<\/td>\n\u5224\u636e：\u5355\u9875\u62bd\u53d6\u5b57\u7b26\u6570 >0 \u5373\u6709\u6587\u672c\u5c42；\u626b\u63cf\u4ef6\u6052\u4e3a 0<\/td>\n<\/tr>\n
\u7248\u9762\u6811<\/td>\n\u9875\u9762\u533a\u57df\u6309\u5305\u542b\u5173\u7cfb\u7ec4\u7ec7\u6210\u6811，\u8de8\u9875\u5408\u5e76\u9760\u5b83<\/td>\n\u8282\u70b9\u6df1\u5ea6\u901a\u5e38 3\u20134 \u5c42（\u9875-\u680f-\u5757-\u884c）<\/td>\n<\/tr>\n
\u5408\u5e76\u5355\u5143\u683c<\/td>\n\u8de8\u591a\u884c\/\u591a\u5217\u7684\u5355\u5143\u683c，\u62c9\u5e73\u65f6\u6700\u5148\u4e22\u5f52\u5c5e<\/td>\n\u68c0\u6d4b：\u8fd8\u539f\u540e\u5404\u884c\u957f\u5ea6\u4e0d\u9f50\u5373\u89c6\u4e3a\u672a\u5904\u7406<\/td>\n<\/tr>\n
OCR \u7f6e\u4fe1\u5ea6<\/td>\n\u8bc6\u522b\u5668\u5bf9\u5355\u5b57\u7b26\u6b63\u786e\u7387\u7684\u4f30\u8ba1，\u5b57\u7b26\u7ea7\u6307\u6807<\/td>\n\u5b83\u9ad8\u4e0d\u4ee3\u8868\u7ed3\u6784\u5bf9，\u522b\u62ff\u5b83\u5f53\u5b57\u6bb5\u53ec\u56de\u7387\u7684\u4ee3\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

\u4e09\u3001\u65e0\u611f\u635f\u5931\u548c\u6709\u611f\u635f\u5931，\u6392\u67e5\u96be\u5ea6\u5dee\u5728\u54ea？<\/h3>\n\n\u7ef4\u5ea6\u6709\u611f\u635f\u5931\u65e0\u611f\u635f\u5931<\/tr>\n\n\n\n\n\n\n
\u89e6\u53d1<\/td>\n\u5f02\u5e38\u3001\u4e71\u7801\u3001\u7a7a\u9875\u3001\u7f3a\u9875<\/td>\n\u6b63\u5e38\u8f93\u51fa，\u7ed3\u6784\u6d88\u5931<\/td>\n<\/tr>\n
\u8c01\u5148\u53d1\u73b0<\/td>\n\u6d41\u6c34\u7ebf\u76d1\u63a7\u3001exit code<\/td>\n\u4e0b\u6e38\u53ec\u56de\u6392\u5e8f\u3001\u4eba\u5de5\u62bd\u67e5<\/td>\n<\/tr>\n
\u53d1\u73b0\u65f6\u957f<\/td>\n\u5206\u949f\u7ea7（\u8fdb\u65e5\u5fd7\u5c31\u6709）<\/td>\n\u5929\u5230\u5468\u7ea7<\/td>\n<\/tr>\n
\u80fd\u5426\u81ea\u52a8\u68c0\u6d4b<\/td>\n\u80fd，\u9760\u5f02\u5e38\u8ba1\u6570<\/td>\n\u4e0d\u80fd，\u5fc5\u987b\u6709\u5bf9\u7167\u57fa\u51c6<\/td>\n<\/tr>\n
\u4fee\u6cd5\u662f\u5426\u660e\u786e<\/td>\n\u4fee，\u4e14\u6709\u660e\u786e\u62a5\u9519\u4f4d\u7f6e<\/td>\n\u5148\u5b9a\u4f4d\u662f\u54ea\u4e00\u73af，\u518d\u51b3\u5b9a\u5347\u6863\u8fd8\u662f\u6362\u7b56\u7565<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5dee\u7684\u4e0d\u53ea\u662f\u300c\u96be\u4e0d\u96be\u67e5\u300d，\u66f4\u662f\u6709\u6ca1\u6709\u5bf9\u7167\u7269\u3002\u6709\u611f\u635f\u5931\u7684\u5bf9\u7167\u7269\u662f\u300c\u6b63\u5e38\u5e94\u8be5\u957f\u4ec0\u4e48\u6837\u300d\u2014\u2014\u7a7a\u9875\u3001\u4e71\u7801\u4e00\u773c\u5c31\u770b\u5f97\u51fa\u3002\u65e0\u611f\u635f\u5931\u6ca1\u6709\u8fd9\u4e2a\u5bf9\u7167\u7269：\u4e00\u6bb5\u901a\u987a\u7684\u6587\u672c\u65c1\u8fb9，\u6ca1\u6709\u4efb\u4f55\u300c\u5b83\u539f\u672c\u662f\u5f20\u8868\u300d\u7684\u75d5\u8ff9\u3002<\/p>\n

\u6240\u4ee5\u6392\u67e5\u65e0\u611f\u635f\u5931\u6709\u4e24\u6761\u8def，\u4e24\u6761\u90fd\u5f97\u8d70：<\/p>\n

  • \u4eba\u5de5\u5efa\u57fa\u51c6：\u62bd 20 \u7bc7，\u6807\u51fa\u5173\u952e\u5b57\u6bb5\u4e0e\u8868\u683c\u7ed3\u6784，\u62ff\u89e3\u6790\u8f93\u51fa\u6bd4\u5bf9\u3002\u51c6，\u4f46\u53ea\u8986\u76d6\u8fd9 20 \u7bc7\u3002<\/li>\n
  • \u4e0b\u6e38\u53cd\u63a8：\u89e3\u6790\u8d28\u91cf\u53d8\u5dee\u4f1a\u4f20\u5bfc\u5230 opsqa-200，\u4f46\u4f20\u5bfc\u662f\u7a00\u91ca\u7684\u2014\u2014\u7ed3\u6784\u4fdd\u6301\u7387\u6389 10pp，\u4e0b\u6e38\u53ef\u80fd\u53ea\u6389 2\u20133pp ，\u5f88\u5bb9\u6613\u88ab\u5f53\u6210\u6a21\u578b\u6296\u52a8\u3002<\/li>\n

    \u5e38\u89c1\u8bef\u6d4b：<\/p>\n\n\u8bef\u6d4b\u600e\u4e48\u88ab\u6d4b\u9519\u6b63\u786e\u6d4b\u6cd5<\/tr>\n\n\n\n\n\n\n
    \u7528\u5b57\u7b26\u6570\/\u9875\u6570\u8861\u91cf\u89e3\u6790\u8d28\u91cf<\/td>\n\u7ed3\u6784\u4e22\u5931\u51e0\u4e4e\u4e0d\u6539\u53d8\u5b57\u7b26\u6570，\u62c9\u5e73\u524d\u540e\u53ef\u80fd\u53ea\u5dee\u51e0\u4e2a\u7a7a\u683c<\/td>\n\u7528\u5b57\u6bb5\u53ec\u56de\u7387\u4e0e\u7ed3\u6784\u4fdd\u6301\u7387<\/td>\n<\/tr>\n
    \u53ea\u770b\u89e3\u6790\u5668\u65e5\u5fd7\u91cc\u7684\u62a5\u9519<\/td>\n\u65e0\u611f\u635f\u5931\u4e0d\u8fdb\u65e5\u5fd7，\u65e5\u5fd7\u5e72\u51c0\u4e0d\u7b49\u4e8e\u6ca1\u4e22<\/td>\n\u62bd 20 \u7bc7\u4eba\u5de5\u6bd4\u5bf9，\u6216\u76f4\u63a5\u8dd1\u56db\u628a\u5c3a\u5b50<\/td>\n<\/tr>\n
    \u62ff OCR \u7f6e\u4fe1\u5ea6\u5f53\u5b57\u6bb5\u53ec\u56de\u7387<\/td>\n\u7f6e\u4fe1\u5ea6\u662f\u5b57\u7b26\u7ea7，\u7ed3\u6784\u662f\u5757\u7ea7，\u4e24\u8005\u4e0d\u4e92\u76f8\u8986\u76d6<\/td>\n\u626b\u63cf\u4ef6\u770b\u7f6e\u4fe1\u5ea6，\u5176\u4f59\u4e00\u5f8b\u770b\u5c3a\u5b50<\/td>\n<\/tr>\n
    \u7528\u7f51\u4e0a\u4e0b\u8f7d\u7684\u516c\u5f00 PDF \u5efa\u8bc4\u6d4b\u96c6<\/td>\n\u7248\u5f0f\u5206\u5e03\u4e0e\u81ea\u5df1\u7684\u6587\u6863\u5dee\u5f97\u8fdc，\u7ed3\u8bba\u4e0d\u53ef\u8fc1\u79fb<\/td>\n\u7528\u81ea\u5df1\u7684 20 \u7bc7，\u7248\u5f0f\u5206\u5e03\u8981\u8986\u76d6\u5168<\/td>\n<\/tr>\n
    \u8dd1\u4e00\u6b21\u5c31\u6362\u89e3\u6790\u65b9\u6848<\/td>\n\u5355\u7bc7\u6ce2\u52a8\u5927，0.62 \u4e0e 0.68 \u53ef\u80fd\u53ea\u662f\u91c7\u6837\u566a\u58f0<\/td>\nbootstrap \u7f6e\u4fe1\u533a\u95f4\u4e0d\u8de8\u8fc7\u57fa\u7ebf\u518d\u6362<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5143\u6570\u636e\u8fd9\u4e00\u73af\u4e22\u7684\u9875\u7801\u4e0e\u7ae0\u8282\u8def\u5f84，\u300c[06-\u5f15\u7528\u4e0e\u53ef\u6eaf\u6e90 \u8fd8\u5728\u5199]\u300d\u505a\u5f15\u7528\u9a8c\u8bc1\u65f6\u8981\u62ff\u5b83\u5b9a\u4f4d\u8bc1\u636e\u2014\u2014\u90a3\u65f6\u5019\u624d\u53d1\u73b0 section \u5b57\u6bb5\u5168\u7a7a，\u8fd4\u5de5\u7684\u662f\u6574\u6761\u7d22\u5f15\u3002<\/p>\n

    \n

    \u56db\u3001\u56db\u628a\u5c3a\u5b50\u600e\u4e48\u6d4b，20 \u7bc7\u591f\u4e0d\u591f？<\/h3>\n\n\u5c3a\u5b50\u5b9a\u4e49\u600e\u4e48\u6d4b\u9608\u503c\u521d\u503c<\/tr>\n\n\n\n\n\n
    \u5b57\u6bb5\u53ec\u56de\u7387<\/td>\n\u4eba\u5de5\u6807\u7684 N \u4e2a\u5173\u952e\u5b57\u6bb5\u91cc，\u80fd\u5728\u8f93\u51fa\u4e2d\u88ab\u547d\u4e2d（\u542b\u6a21\u7cca\u5339\u914d）\u7684\u6bd4\u4f8b<\/td>\n\u6bcf\u7bc7\u6807 10 \u4e2a\u5b57\u6bb5，20 \u7bc7\u5171 200 \u4e2a<\/td>\n\u22650.90<\/td>\n<\/tr>\n
    \u7ed3\u6784\u4fdd\u6301\u7387<\/td>\n\u8868\u683c\u884c\u5217\u8fd8\u539f\u6b63\u786e\u7387\u4e0e\u6807\u9898\u5c42\u7ea7\u6062\u590d\u6b63\u786e\u7387\u7684\u7b49\u6743\u5e73\u5747<\/td>\n\u6807\u6bcf\u7bc7\u7684\u8868\u683c\u6570\u4e0e\u6807\u9898\u5c42\u7ea7\u6811<\/td>\n\u22650.80<\/td>\n<\/tr>\n
    \u8de8\u5757\u5b8c\u6574\u7387<\/td>\n1 \u2212 \u8de8\u5757\u65ad\u88c2\u7387，\u8bed\u4e49\u5355\u5143\u6ca1\u88ab\u5207\u65ad\u7684\u6bd4\u4f8b<\/td>\n\u76f8\u90bb\u5757\u7684\u7ae0\u8282\u4e0e\u9875\u7801\u8fde\u7eed\u6027\u5224\u5b9a<\/td>\n\u22650.85<\/td>\n<\/tr>\n
    \u5355\u4f4d\u6210\u672c<\/td>\n\u6bcf\u9875\u8017\u65f6\u4e0e\u6bcf\u9875\u91d1\u989d<\/td>\n\u8ba1\u65f6 + token \u8ba1\u8d39<\/td>\n\u6309\u9884\u7b97\u5b9a，\u5148\u7b97\u6bcf\u5343\u9875\u7f8e\u5143<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    20 \u7bc7\u591f\u4e0d\u591f\u53ef\u4ee5\u7b97：200 \u4e2a\u5b57\u6bb5\u5728\u53ec\u56de\u7387 0.5 \u9644\u8fd1\u65f6，\u6807\u51c6\u8bef sqrt(0.25\/200) \u2248 0.035，\u5373 \u00b13.5pp [\u7b97]\u3002\u8fd9\u4e2a\u7cbe\u5ea6\u591f\u7528\u6765\u5224\u65ad\u300c\u6863 A \u548c\u6863 B \u5dee\u591a\u5c11\u300d，\u4e0d\u591f\u5224\u65ad\u300c\u6863 B \u548c\u6863 C \u8c01\u66f4\u597d\u300d\u2014\u2014\u540e\u8005\u7684\u5dee\u8ddd\u5e38\u5728 2pp \u4ee5\u5185\u3002\u8981\u628a\u534a\u5bbd\u538b\u5230 2pp，\u9700\u8981 0.25\/0.0004 = 625 \u4e2a\u5b57\u6bb5，\u7ea6 63 \u7bc7 [\u7b97]\u3002<\/p>\n

    \u4e0b\u9762\u8fd9\u4efd\u5185\u6838\u628a\u56db\u628a\u5c3a\u5b50\u8dd1\u51fa\u6765\u3002\u96f6\u4f9d\u8d56，\u53ea\u5403\u6807\u51c6\u5e93；embed \u4e0e llm \u7559\u6210\u53ef\u66ff\u6362\u9002\u914d\u53e3，\u672c\u7bc7\u53ea\u7528\u5f97\u5230 embed \u7684\u964d\u7ea7\u7248\u672c\u3002<\/p>\n

    \u8f93\u5165\u662f\u4ec0\u4e48：gold\/20docs.json（\u6bcf\u7bc7\u7684 n_pages \/ fields \/ tables \/ seconds \/ usd）\u4e0e parsed\/blocks.jsonl（\u89e3\u6790\u5668\u8f93\u51fa\u7684\u5757\u6d41）\u3002 \u600e\u4e48\u6267\u884c：\u9010\u7bc7\u6bd4\u5bf9 gold \u6807\u6ce8\u4e0e\u89e3\u6790\u5757\u6d41，\u56db\u628a\u5c3a\u5b50\u5404\u7b97\u4e00\u4e2a\u6570，\u8de8\u7bc7\u53d6\u5747\u503c\u3002 \u8f93\u51fa\u4ec0\u4e48：\u6bcf\u7bc7\u4e00\u884c JSON，\u672b\u5c3e\u6253\u5370\u4e09\u4e2a\u5747\u503c\u3002 \u7ed3\u679c\u4e0d\u5bf9\u67e5\u54ea：\u5b57\u6bb5\u53ec\u56de\u7387\u5f02\u5e38\u4f4e\u5148\u770b\u662f\u4e0d\u662f gold \u5b57\u6bb5\u91cc\u5e26\u4e86\u6362\u884c\u7b26；\u7ed3\u6784\u4fdd\u6301\u7387\u4f4e\u5148\u770b blocks.jsonl \u91cc\u6709\u6ca1\u6709 table \u7c7b\u578b\u7684\u5757\u2014\u2014\u4e00\u6761\u90fd\u6ca1\u6709\u8bf4\u660e\u89e3\u6790\u5668\u538b\u6839\u6ca1\u505a\u8868\u683c\u8fd8\u539f\u3002<\/p>\n

    # parse_quality.py \u2014\u2014 \u89e3\u6790\u8d28\u91cf\u56db\u628a\u5c3a\u5b50（\u96f6\u4f9d\u8d56\u5185\u6838，\u6807\u51c6\u5e93）<\/span>
    \nimport<\/span> json,<\/span> re,<\/span> difflib
    \nfrom<\/span> dataclasses import<\/span> dataclass,<\/span> field<\/p>\n

    # —- \u53ef\u66ff\u6362\u9002\u914d\u53e3 —-<\/span>
    \ndef<\/span> embed<\/span>(<\/span>text:<\/span> str<\/span>)<\/span> –<\/span>><\/span> list<\/span>:<\/span>
    \n """\u7a20\u5bc6\u5411\u91cf\u53e3\u3002\u672a\u63a5\u5165\u65f6\u4e0b\u9762\u4e0d\u7528\u5b83，\u4ec5\u4fdd\u7559\u7b7e\u540d\u3002"""<\/span>
    \n return<\/span> [<\/span>float<\/span>(<\/span>len<\/span>(<\/span>text)<\/span>)<\/span>,<\/span> float<\/span>(<\/span>len<\/span>(<\/span>set<\/span>(<\/span>text)<\/span>)<\/span>)<\/span>]<\/span><\/p>\n

    async<\/span> def<\/span> llm<\/span>(<\/span>prompt:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
    \n """\u7ed3\u6784\u5224\u5b9a\u515c\u5e95：\u628a\u96be\u5224\u7684\u5757\u8fd8\u539f\u6210\u8868\u683c\/\u6807\u9898\u6811\u3002\u672c\u7bc7\u4e0d\u8c03\u7528\u3002"""<\/span>
    \n raise<\/span> NotImplementedError<\/p>\n

    def<\/span> sim<\/span>(<\/span>a:<\/span> str<\/span>,<\/span> b:<\/span> str<\/span>)<\/span> –<\/span>><\/span> float<\/span>:<\/span>
    \n """\u5b57\u6bb5\u6a21\u7cca\u5339\u914d：\u7cbe\u786e\u76f8\u7b49 1.0，\u5305\u542b 0.95，\u5426\u5219\u7528\u5e8f\u5217\u6bd4\u5bf9\u515c OCR \u7ea7\u5dee\u5f02"""<\/span>
    \n a,<\/span> b =<\/span> a.<\/span>strip(<\/span>)<\/span>,<\/span> b.<\/span>strip(<\/span>)<\/span>
    \n if<\/span> a ==<\/span> b:<\/span>
    \n return<\/span> 1.0<\/span>
    \n if<\/span> a and<\/span> a in<\/span> b:<\/span>
    \n return<\/span> 0.95<\/span>
    \n return<\/span> difflib.<\/span>SequenceMatcher(<\/span>None<\/span>,<\/span> a,<\/span> b)<\/span>.<\/span>ratio(<\/span>)<\/span><\/p>\n

    @dataclass<\/span>
    \nclass<\/span> Block<\/span>:<\/span>
    \n doc_id:<\/span> str<\/span>
    \n btype:<\/span> str<\/span> # text \/ table \/ title \/ caption<\/span>
    \n text:<\/span> str<\/span>
    \n page:<\/span> int<\/span> =<\/span> 0<\/span>
    \n section:<\/span> str<\/span> =<\/span> ""<\/span> # \u7ae0\u8282\u8def\u5f84，\u5982 "3.2.1"<\/span>
    \n rows:<\/span> list<\/span> =<\/span> field(<\/span>default_factory=<\/span>list<\/span>)<\/span> # \u8868\u683c\u8fd8\u539f\u540e\u7684\u4e8c\u7ef4\u7ed3\u6784<\/span><\/p>\n

    def<\/span> field_recall<\/span>(<\/span>gold_fields:<\/span> list<\/span>,<\/span> blocks:<\/span> list<\/span>,<\/span> thr:<\/span> float<\/span> =<\/span> 0.90<\/span>)<\/span> –<\/span>><\/span> float<\/span>:<\/span>
    \n """\u5c3a\u5b501：gold \u5b57\u6bb5\u80fd\u5728\u4efb\u610f\u5757\u91cc\u88ab\u6a21\u7cca\u547d\u4e2d\u7684\u6bd4\u4f8b\u3002
    \n \u957f\u5b57\u6bb5\u6574\u4f53\u6bd4\u5bf9\u4f1a\u88ab\u5468\u8fb9\u6587\u672c\u7a00\u91ca，\u6545\u9000\u5316\u4e3a\u5b9a\u957f\u6ed1\u7a97\u518d\u6bd4\u4e00\u6b21\u3002"""<\/span>
    \n corpus =<\/span> "\\\\n"<\/span>.<\/span>join(<\/span>b.<\/span>text for<\/span> b in<\/span> blocks)<\/span>
    \n hit =<\/span> 0<\/span>
    \n for<\/span> g in<\/span> gold_fields:<\/span>
    \n best =<\/span> max<\/span>(<\/span>(<\/span>sim(<\/span>g,<\/span> b.<\/span>text)<\/span> for<\/span> b in<\/span> blocks)<\/span>,<\/span> default=<\/span>0.0<\/span>)<\/span>
    \n if<\/span> best <<\/span> thr and<\/span> len<\/span>(<\/span>g)<\/span> >=<\/span> 8<\/span>:<\/span>
    \n step =<\/span> 8<\/span>
    \n win =<\/span> len<\/span>(<\/span>g)<\/span> +<\/span> 4<\/span>
    \n best =<\/span> max<\/span>(<\/span>best,<\/span> max<\/span>(<\/span>(<\/span>sim(<\/span>g,<\/span> corpus[<\/span>i:<\/span>i +<\/span> win]<\/span>)<\/span>
    \n for<\/span> i in<\/span> range<\/span>(<\/span>0<\/span>,<\/span> max<\/span>(<\/span>1<\/span>,<\/span> len<\/span>(<\/span>corpus)<\/span> –<\/span> win)<\/span>,<\/span> step)<\/span>)<\/span>,<\/span> default=<\/span>0.0<\/span>)<\/span>)<\/span>
    \n hit +=<\/span> 1<\/span> if<\/span> best >=<\/span> thr else<\/span> 0<\/span>
    \n return<\/span> hit \/<\/span> max<\/span>(<\/span>1<\/span>,<\/span> len<\/span>(<\/span>gold_fields)<\/span>)<\/span><\/p>\n

    def<\/span> structure_keep<\/span>(<\/span>gold_tables:<\/span> list<\/span>,<\/span> blocks:<\/span> list<\/span>)<\/span> –<\/span>><\/span> float<\/span>:<\/span>
    \n """\u5c3a\u5b502：\u8868\u683c\u884c\u5217\u5bf9\u5f97\u4e0a\u7684\u6bd4\u4f8b\u4e0e\u6807\u9898\u5c42\u7ea7\u5bf9\u5f97\u4e0a\u7684\u6bd4\u4f8b，\u7b49\u6743\u5e73\u5747\u3002"""<\/span>
    \n tabs =<\/span> [<\/span>b for<\/span> b in<\/span> blocks if<\/span> b.<\/span>btype ==<\/span> "table"<\/span>]<\/span>
    \n ok_t =<\/span> 0<\/span>
    \n for<\/span> gt in<\/span> gold_tables:<\/span>
    \n for<\/span> t in<\/span> tabs:<\/span>
    \n if<\/span> gt[<\/span>"anchor"<\/span>]<\/span> in<\/span> t.<\/span>text and<\/span> len<\/span>(<\/span>t.<\/span>rows)<\/span> ==<\/span> gt[<\/span>"n_rows"<\/span>]<\/span> \\\\
    \n and<\/span> all<\/span>(<\/span>len<\/span>(<\/span>r)<\/span> ==<\/span> gt[<\/span>"n_cols"<\/span>]<\/span> for<\/span> r in<\/span> t.<\/span>rows)<\/span>:<\/span>
    \n ok_t +=<\/span> 1<\/span>
    \n break<\/span>
    \n titles =<\/span> [<\/span>b for<\/span> b in<\/span> blocks if<\/span> b.<\/span>btype ==<\/span> "title"<\/span>]<\/span>
    \n ok_h =<\/span> sum<\/span>(<\/span>1<\/span> for<\/span> t in<\/span> titles if<\/span> re.<\/span>match<\/span>(<\/span>r"^\\\\d+(\\\\.\\\\d+)*\\\\s"<\/span>,<\/span> t.<\/span>text)<\/span>)<\/span>
    \n return<\/span> 0.5<\/span> *<\/span> ok_t \/<\/span> max<\/span>(<\/span>1<\/span>,<\/span> len<\/span>(<\/span>gold_tables)<\/span>)<\/span> +<\/span> 0.5<\/span> *<\/span> ok_h \/<\/span> max<\/span>(<\/span>1<\/span>,<\/span> len<\/span>(<\/span>titles)<\/span>)<\/span><\/p>\n

    def<\/span> cross_block_integrity<\/span>(<\/span>blocks:<\/span> list<\/span>)<\/span> –<\/span>><\/span> float<\/span>:<\/span>
    \n """\u5c3a\u5b503：1 – \u8de8\u5757\u65ad\u88c2\u7387\u3002\u540c\u7ae0\u8282\u4e14\u9875\u7801\u76f8\u90bb\u7684\u4e24\u5757\u4e4b\u95f4，
    \n \u524d\u4e00\u5757\u6ca1\u4ee5\u53e5\u672b\u6807\u70b9\u6536\u5c3e，\u5c31\u8bb0\u4e3a\u4e00\u6b21\u5207\u65ad\u3002"""<\/span>
    \n ends =<\/span> (<\/span>"\u3002"<\/span>,<\/span> "；"<\/span>,<\/span> "："<\/span>,<\/span> "."<\/span>,<\/span> "."<\/span>,<\/span> "?"<\/span>)<\/span>
    \n cuts =<\/span> pairs =<\/span> 0<\/span>
    \n for<\/span> a,<\/span> b in<\/span> zip<\/span>(<\/span>blocks,<\/span> blocks[<\/span>1<\/span>:<\/span>]<\/span>)<\/span>:<\/span>
    \n if<\/span> a.<\/span>section !=<\/span> b.<\/span>section or<\/span> b.<\/span>page –<\/span> a.<\/span>page not<\/span> in<\/span> (<\/span>0<\/span>,<\/span> 1<\/span>)<\/span>:<\/span>
    \n continue<\/span>
    \n pairs +=<\/span> 1<\/span>
    \n if<\/span> not<\/span> a.<\/span>text.<\/span>rstrip(<\/span>)<\/span>.<\/span>endswith(<\/span>ends)<\/span>:<\/span>
    \n cuts +=<\/span> 1<\/span>
    \n return<\/span> 1.0<\/span> –<\/span> cuts \/<\/span> max<\/span>(<\/span>1<\/span>,<\/span> pairs)<\/span><\/p>\n

    def<\/span> unit_cost<\/span>(<\/span>n_pages:<\/span> int<\/span>,<\/span> seconds:<\/span> float<\/span>,<\/span> usd:<\/span> float<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
    \n """\u5c3a\u5b504：\u9875\u5747\u8017\u65f6\u3001\u9875\u5747\u91d1\u989d\u3001\u6bcf\u5343\u9875\u91d1\u989d\u3002"""<\/span>
    \n n =<\/span> max<\/span>(<\/span>1<\/span>,<\/span> n_pages)<\/span>
    \n return<\/span> {<\/span>"sec_per_page"<\/span>:<\/span> round<\/span>(<\/span>seconds \/<\/span> n,<\/span> 3<\/span>)<\/span>,<\/span>
    \n "usd_per_page"<\/span>:<\/span> round<\/span>(<\/span>usd \/<\/span> n,<\/span> 5<\/span>)<\/span>,<\/span>
    \n "usd_per_1k_pages"<\/span>:<\/span> round<\/span>(<\/span>usd \/<\/span> n *<\/span> 1000<\/span>,<\/span> 2<\/span>)<\/span>}<\/span><\/p>\n

    def<\/span> report<\/span>(<\/span>gold:<\/span> dict<\/span>,<\/span> blocks:<\/span> list<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
    \n return<\/span> {<\/span>"doc_id"<\/span>:<\/span> gold[<\/span>"doc_id"<\/span>]<\/span>,<\/span>
    \n "field_recall"<\/span>:<\/span> round<\/span>(<\/span>field_recall(<\/span>gold[<\/span>"fields"<\/span>]<\/span>,<\/span> blocks)<\/span>,<\/span> 3<\/span>)<\/span>,<\/span>
    \n "structure_keep"<\/span>:<\/span> round<\/span>(<\/span>structure_keep(<\/span>gold[<\/span>"tables"<\/span>]<\/span>,<\/span> blocks)<\/span>,<\/span> 3<\/span>)<\/span>,<\/span>
    \n "cross_block"<\/span>:<\/span> round<\/span>(<\/span>cross_block_integrity(<\/span>blocks)<\/span>,<\/span> 3<\/span>)<\/span>,<\/span>
    \n "cost"<\/span>:<\/span> unit_cost(<\/span>gold[<\/span>"n_pages"<\/span>]<\/span>,<\/span> gold.<\/span>get(<\/span>"seconds"<\/span>,<\/span> 0.0<\/span>)<\/span>,<\/span> gold.<\/span>get(<\/span>"usd"<\/span>,<\/span> 0.0<\/span>)<\/span>)<\/span>}<\/span><\/p>\n

    if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
    \n gold =<\/span> json.<\/span>load(<\/span>open<\/span>(<\/span>"gold\/20docs.json"<\/span>,<\/span> encoding=<\/span>"utf-8"<\/span>)<\/span>)<\/span>
    \n parsed =<\/span> [<\/span>Block(<\/span>**<\/span>json.<\/span>loads(<\/span>l)<\/span>)<\/span> for<\/span> l in<\/span>
    \n open<\/span>(<\/span>"parsed\/blocks.jsonl"<\/span>,<\/span> encoding=<\/span>"utf-8"<\/span>)<\/span> if<\/span> l.<\/span>strip(<\/span>)<\/span>]<\/span>
    \n by =<\/span> {<\/span>}<\/span>
    \n for<\/span> b in<\/span> parsed:<\/span>
    \n by.<\/span>setdefault(<\/span>b.<\/span>doc_id,<\/span> [<\/span>]<\/span>)<\/span>.<\/span>append(<\/span>b)<\/span>
    \n rows =<\/span> [<\/span>report(<\/span>g,<\/span> by.<\/span>get(<\/span>g[<\/span>"doc_id"<\/span>]<\/span>,<\/span> [<\/span>]<\/span>)<\/span>)<\/span> for<\/span> g in<\/span> gold[<\/span>"docs"<\/span>]<\/span>]<\/span>
    \n for<\/span> r in<\/span> rows:<\/span>
    \n print<\/span>(<\/span>json.<\/span>dumps(<\/span>r,<\/span> ensure_ascii=<\/span>False<\/span>)<\/span>)<\/span>
    \n for<\/span> k in<\/span> (<\/span>"field_recall"<\/span>,<\/span> "structure_keep"<\/span>,<\/span> "cross_block"<\/span>)<\/span>:<\/span>
    \n print<\/span>(<\/span>"%s %.3f"<\/span> %<\/span> (<\/span>k,<\/span> sum<\/span>(<\/span>r[<\/span>k]<\/span> for<\/span> r in<\/span> rows)<\/span> \/<\/span> max<\/span>(<\/span>1<\/span>,<\/span> len<\/span>(<\/span>rows)<\/span>)<\/span>)<\/span>)<\/span><\/p>\n

    \u9010\u6bb5\u8bfb\u8fd9\u4efd\u811a\u672c<\/h4>\n
      \n
    • sim()：\u4e09\u7ea7\u5339\u914d\u2014\u2014\u7cbe\u786e\u3001\u5305\u542b\u3001\u5e8f\u5217\u6bd4\u5bf9\u3002\u8bbe\u6210\u8fd9\u6837\u662f\u56e0\u4e3a OCR \u548c\u5b57\u4f53\u6620\u5c04\u9519\u8bef\u901a\u5e38\u53ea\u6539\u4e00\u4e24\u4e2a\u5b57\u7b26，\u7528\u4e25\u683c\u76f8\u7b49\u4f1a\u628a\u300c>85%\u300d\u548c\u300c> 85%\u300d\u5224\u6210\u4e24\u4e2a\u5b57\u6bb5，\u53ec\u56de\u7387\u88ab\u7cfb\u7edf\u6027\u4f4e\u4f30\u30020.95 \u8fd9\u4e2a\u5305\u542b\u5206\u662f\u62cd\u7684，\u53ef\u4ee5\u6309\u5b57\u6bb5\u957f\u5ea6\u91cd\u6807\u3002<\/li>\n
    • field_recall()：\u5148\u6574\u5757\u6bd4，\u4e0d\u884c\u518d\u6ed1\u7a97\u3002\u6ed1\u7a97\u6b65\u957f 8 \u662f\u7cbe\u5ea6\u4e0e\u8017\u65f6\u7684\u6298\u4e2d\u2014\u2014\u6b65\u957f 1 \u65f6 20 \u7bc7\u7684\u8017\u65f6\u4f1a\u957f\u4e00\u4e2a\u91cf\u7ea7，\u6536\u76ca\u53ea\u6709\u96f6\u70b9\u51e0\u4e2a\u767e\u5206\u70b9\u3002\u9608\u503c 0.90 \u5bf9\u5e94\u300c\u5141\u8bb8\u4e00\u4e24\u4e2a\u5b57\u7b26\u7684\u5dee\u5f02\u300d\u3002<\/li>\n
    • structure_keep()：\u8868\u683c\u4e0e\u6807\u9898\u5404\u5360\u4e00\u534a\u3002\u8fd9\u4e2a\u7b49\u6743\u662f\u4eba\u4e3a\u7684，\u5982\u679c\u4f60\u7684\u6587\u6863\u91cc\u8868\u683c\u662f\u4e3b\u4f53（\u6bd4\u5982\u8d22\u62a5），\u628a\u8868\u683c\u90a3\u4e00\u9879\u7684\u6743\u91cd\u63d0\u5230 0.7 \u66f4\u5408\u7406\u3002<\/li>\n
    • cross_block_integrity()：\u7528\u300c\u524d\u4e00\u5757\u662f\u5426\u4ee5\u53e5\u672b\u6807\u70b9\u6536\u5c3e\u300d\u5f53\u5207\u65ad\u5224\u636e\u3002\u8fd9\u662f\u4e2a\u5f31\u5224\u636e，\u6293\u4e0d\u5230\u300c\u53e5\u5b50\u6070\u597d\u5728\u6bb5\u672b\u7ed3\u675f\u4f46\u4ecd\u88ab\u5207\u65ad\u300d\u7684\u60c5\u51b5，\u5224\u636e\u672c\u8eab\u53ef\u4ee5\u6309\u4f60\u7684\u6587\u6863\u7c7b\u578b\u6362\u3002<\/li>\n
    • unit_cost()：\u53ea\u7b97\u89e3\u6790\u8fd9\u4e00\u6bb5\u7684\u94b1，\u4e0d\u542b\u7d22\u5f15\u4e0e\u63a8\u7406\u3002\u8de8\u6863\u6bd4\u8f83\u65f6\u53e3\u5f84\u5fc5\u987b\u4e00\u81f4，\u5426\u5219 C \u6863\u7684 token \u6210\u672c\u4f1a\u88ab\u6f0f\u7b97\u3002<\/li>\n
    • \u5df2\u77e5\u504f\u5dee\u4e24\u6761：\u2460 \u53e5\u672b\u6807\u70b9\u5224\u636e\u5bf9\u4e2d\u6587\u5168\u89d2\u6807\u70b9\u654f\u611f，\u6df7\u6392\u6587\u6863\u8981\u6269\u5145 ends；\u2461 structure_keep \u91cc anchor \u7528\u5b50\u4e32\u5339\u914d\u5b9a\u4f4d\u8868\u683c，\u540c\u9875\u591a\u5f20\u7ed3\u6784\u76f8\u540c\u7684\u8868\u4f1a\u4e32\u4f4d，\u9700\u8981\u989d\u5916\u7528\u5750\u6807\u7ea6\u675f\u3002<\/li>\n<\/ul>\n

      \u8dd1\u5728 20 \u7bc7 runbooks \u62bd\u6837\u4e0a，\u9884\u671f\u8f93\u51fa\u5982\u4e0b：<\/p>\n

      {"doc_id":"RB-214","field_recall":0.62,"structure_keep":0.35,"cross_block":0.71,
      \n "cost":{"sec_per_page":0.041,"usd_per_page":0.00002,"usd_per_1k_pages":0.02}}
      \n{"doc_id":"RB-077","field_recall":0.70,"structure_keep":0.42,"cross_block":0.68, …}
      \n{"doc_id":"TOPO-1131","field_recall":0.55,"structure_keep":0.28,"cross_block":0.75, …}
      \n…
      \nfield_recall 0.586
      \nstructure_keep 0.311
      \ncross_block 0.742<\/p>\n

      \u4e09\u4e2a\u5747\u503c\u91cc structure_keep 0.31 \u8fd9\u4e00\u4e2a\u6570\u5c31\u591f\u4e0b\u5224\u65ad：\u6863 A \u5bf9\u542b\u8868\u6587\u6863\u57fa\u672c\u6ca1\u6709\u7ed3\u6784\u80fd\u529b\u3002<\/p>\n

      20 \u7bc7\u8bc4\u6d4b\u96c6\u600e\u4e48\u642d<\/h4>\n

      {<\/span>
      \n "sample_rule"<\/span>:<\/span> "\u6309\u7248\u5f0f\u5206\u5c42\u62bd\u6837，\u4e0d\u6309\u6587\u4ef6\u5927\u5c0f\u62bd\u6837"<\/span>,<\/span>
      \n "strata"<\/span>:<\/span> [<\/span>
      \n {<\/span>"name"<\/span>:<\/span> "\u7eaf\u6587\u672c\u6b63\u6587"<\/span>,<\/span> "n"<\/span>:<\/span> 5<\/span>}<\/span>,<\/span>
      \n {<\/span>"name"<\/span>:<\/span> "\u542b\u7b80\u5355\u8868\u683c"<\/span>,<\/span> "n"<\/span>:<\/span> 6<\/span>}<\/span>,<\/span>
      \n {<\/span>"name"<\/span>:<\/span> "\u542b\u5408\u5e76\u5355\u5143\u683c\/\u591a\u7ea7\u8868\u5934"<\/span>,<\/span> "n"<\/span>:<\/span> 4<\/span>}<\/span>,<\/span>
      \n {<\/span>"name"<\/span>:<\/span> "\u53cc\u680f\u6392\u7248"<\/span>,<\/span> "n"<\/span>:<\/span> 3<\/span>}<\/span>,<\/span>
      \n {<\/span>"name"<\/span>:<\/span> "\u626b\u63cf\u4ef6\/\u56fe\u7247\u9875"<\/span>,<\/span> "n"<\/span>:<\/span> 2<\/span>}<\/span>
      \n ]<\/span>,<\/span>
      \n "per_doc_annotation"<\/span>:<\/span> {<\/span>"fields"<\/span>:<\/span> 10<\/span>,<\/span> "tables"<\/span>:<\/span> "\u5168\u90e8"<\/span>,<\/span> "section_tree"<\/span>:<\/span> true<\/span>}<\/span>,<\/span>
      \n "total_fields"<\/span>:<\/span> 200<\/span>,<\/span>
      \n "reannotate"<\/span>:<\/span> "\u540c\u4e00\u4eba\u6807\u5b8c 20 \u7bc7；\u6362\u4eba\u91cd\u6807 3 \u7bc7\u7b97\u4e00\u81f4\u6027，\u4f4e\u4e8e 0.9 \u91cd\u6807"<\/span>
      \n}<\/span><\/p>\n

      \u5206\u5c42\u62bd\u6837\u662f\u56e0\u4e3a\u7248\u5f0f\u51b3\u5b9a\u635f\u5931\u5f62\u6001，\u968f\u673a\u62bd 20 \u7bc7\u5f88\u53ef\u80fd\u5168\u662f\u7eaf\u6587\u672c，\u8dd1\u51fa\u6765\u7684\u7ed3\u6784\u4fdd\u6301\u7387\u597d\u770b\u4f46\u6ca1\u6709\u610f\u4e49\u3002\u6bcf\u7bc7\u6807 10 \u4e2a\u5b57\u6bb5，\u6807\u7684\u662f\u300c\u4e0b\u6e38\u771f\u4f1a\u95ee\u5230\u7684\u503c\u300d\u2014\u2014\u9608\u503c\u3001\u7f16\u53f7\u3001\u670d\u52a1\u540d\u3001\u52a8\u4f5c\u540d\u3002<\/p>\n

      \u4ece\u8f93\u5165\u5230\u9a8c\u8bc1\u8dd1\u4e00\u904d<\/h4>\n

      \u62ff RB-214 \u8d70\u4e00\u904d\u56db\u6b65：<\/p>\n

    • \u8f93\u5165：RB-214.pdf，12 \u9875，3 \u5f20\u8868，\u6709\u6587\u672c\u5c42，\u65e0\u626b\u63cf\u9875\u3002<\/li>\n
    • \u5904\u7406：\u6863 B \u89e3\u6790\u5668（\u5e03\u5c40\u611f\u77e5）\u8dd1\u5b8c，\u8f93\u51fa\u5757\u6d41 blocks.jsonl\u3002<\/li>\n
    • \u8f93\u51fa：<\/li>\n

      {<\/span>"doc_id"<\/span>:<\/span>"RB-214"<\/span>,<\/span>"btype"<\/span>:<\/span>"table"<\/span>,<\/span>"text"<\/span>:<\/span>"\u6b65\u9aa4 \u89e6\u53d1\u6761\u4ef6 \u5904\u7f6e\u52a8\u4f5c …"<\/span>,<\/span>
      \n "page"<\/span>:<\/span>4<\/span>,<\/span>"section"<\/span>:<\/span>"2.3"<\/span>,<\/span>"rows"<\/span>:<\/span>[<\/span>[<\/span>"\u6b65\u9aa4"<\/span>,<\/span>"\u89e6\u53d1\u6761\u4ef6"<\/span>,<\/span>"\u5904\u7f6e\u52a8\u4f5c"<\/span>]<\/span>,<\/span>[<\/span>"1"<\/span>,<\/span>"CPU > 80%"<\/span>,<\/span>"\u6269\u5bb9"<\/span>]<\/span>,<\/span>[<\/span>"2"<\/span>,<\/span>"\u78c1\u76d8\u6c34\u4f4d >85%"<\/span>,<\/span>"\u5148\u6e05\u65e5\u5fd7\u518d\u6269\u5bb9"<\/span>]<\/span>]<\/span>}<\/span><\/p>\n

    • \u9a8c\u8bc1：rows \u662f 3\u00d73 \u4e8c\u7ef4\u6570\u7ec4，\u4e0e gold \u4e00\u81f4 \u2192 \u8be5\u8868\u7ed3\u6784\u4fdd\u6301\u7387\u8ba1\u6ee1\u5206；\u9875\u7801 4 \u4e0e section 2.3 \u975e\u7a7a \u2192 \u5143\u6570\u636e\u73af\u8282\u901a\u8fc7；\u628a\u5757\u6d41\u5582\u8fdb\u7d22\u5f15，\u7528 opsqa-200 \u91cc\u4e0e RB-214 \u76f8\u5173\u7684 7 \u6761\u95ee\u9898\u8dd1\u4e00\u6b21，\u770b\u5904\u7f6e\u52a8\u4f5c\u547d\u4e2d\u7387\u662f\u5426\u4ece 3\/7 \u62ac\u4e0a\u53bb\u3002<\/li>\n

      \u7b2c\u56db\u6b65\u662f\u5b9e\u9a8c\u7eaa\u5f8b\u7684\u843d\u70b9：\u53ea\u6709\u4e2d\u95f4\u6307\u6807\u53d8\u597d\u4e0d\u7b97\u6570\u3002\u7ed3\u6784\u4fdd\u6301\u7387\u4ece 0.31 \u62ac\u5230 0.85，\u90a3 7 \u6761\u95ee\u9898\u8981\u662f\u8fd8\u53ea\u4e2d 3 \u6761，\u8bf4\u660e\u574f\u7684\u4e0d\u6b62\u89e3\u6790\u8fd9\u4e00\u73af\u3002<\/p>\n

      \u4e09\u6863\u5404\u8dd1\u4e00\u904d，\u843d\u5230\u540c\u4e00\u5f20\u8868<\/h4>\n

      20 \u7bc7\u8bc4\u6d4b\u96c6\u56fa\u5b9a，\u4e09\u6863\u89e3\u6790\u5668\u5404\u8dd1\u4e00\u6b21，\u56db\u4e2a\u4e2d\u95f4\u6307\u6807\u52a0\u4e00\u4e2a\u4e0b\u6e38\u6307\u6807，\u7ed3\u679c\u5982\u4e0b：<\/p>\n\n\u65b9\u6848\u5b57\u6bb5\u53ec\u56de\u7387\u7ed3\u6784\u4fdd\u6301\u7387\u8de8\u5757\u5b8c\u6574\u7387\u5355\u4f4d\u6210\u672c USD\/\u5343\u9875opsqa-200 \u51c6\u786e\u7387<\/tr>\n\n\n\n\n
      A \u7eaf\u6587\u672c\u62bd\u53d6（\u57fa\u7ebf）<\/td>\n0.586<\/td>\n0.311<\/td>\n0.742<\/td>\n0.02<\/td>\n0.680<\/td>\n<\/tr>\n
      B \u5e03\u5c40\u611f\u77e5<\/td>\n0.912<\/td>\n0.826<\/td>\n0.913<\/td>\n0.31<\/td>\n0.700<\/td>\n<\/tr>\n
      C VLM \u6574\u9875<\/td>\n0.947<\/td>\n0.941<\/td>\n0.928<\/td>\n15.00<\/td>\n0.710<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u6210\u672c\u90a3\u4e00\u5217\u7684\u53e3\u5f84\u8981\u5199\u6e05\u695a，\u5426\u5219\u4e09\u6863\u6ca1\u6cd5\u6bd4：A \u662f\u7eaf CPU，\u53ea\u6709\u7535\u8d39\u4e0e\u7f16\u6392\u5f00\u9500；B \u6309 1.2 s\/\u9875 \u00d7 0.7 USD\/h \u7684 GPU \u79df\u7528\u644a\u5230\u6bcf\u9875，\u518d\u52a0 30% \u7f16\u6392\u4e0e IO \u5f00\u9500 [\u7b97]；C \u8d70\u4e91\u7aef VLM API，\u6309\u6bcf\u9875 2,000 \u8f93\u5165 token \u00d7 3 USD\/M + 600 \u8f93\u51fa token \u00d7 15 USD\/M \u4f30 [\u7b97]\u3002\u4e09\u4e2a\u6570\u7684\u91cf\u7ea7\u5173\u7cfb（0.02 \/ 0.31 \/ 15.00）\u6bd4\u7edd\u5bf9\u503c\u91cd\u8981\u2014\u2014\u6362 GPU \u578b\u53f7\u3001\u6362\u6a21\u578b\u6863\u4f4d\u90fd\u53ea\u6539\u6bd4\u4f8b\u4e0d\u6539\u7ed3\u8bba\u3002<\/p>\n

      \u8bfb\u8fd9\u5f20\u8868\u7684\u987a\u5e8f\u662f\u56fa\u5b9a\u7684：\u5148\u770b\u6700\u540e\u4e00\u5217，\u518d\u770b\u5355\u4f4d\u6210\u672c，\u6700\u540e\u624d\u770b\u4e2d\u95f4\u4e09\u5217\u3002\u4e2d\u95f4\u4e09\u5217\u7528\u6765\u89e3\u91ca\u6700\u540e\u4e00\u5217\u4e3a\u4ec0\u4e48\u53d8\u597d\u6216\u6ca1\u53d8\u597d\u2014\u2014B \u6863\u7ed3\u6784\u4fdd\u6301\u7387\u5347\u4e86 51.5pp [\u7b97]，\u4e0b\u6e38\u53ea\u5347 2pp，\u8bf4\u660e\u8fd9\u6279\u95ee\u9898\u8981\u7684\u7b54\u6848\u591a\u6570\u4e0d\u5728\u8868\u683c\u91cc，\u89e3\u6790\u4e0d\u662f\u552f\u4e00\u74f6\u9888；C \u6863\u7ed3\u6784\u4fdd\u6301\u7387\u518d\u5347 11.5pp [\u7b97]，\u4e0b\u6e38\u53ea\u5347 1pp，\u4e14\u8fd9\u4e00\u6863\u8981\u4ed8 48 \u500d\u7684\u94b1 [\u7b97]\u3002\u6309 20 \u7bc7\u7684\u7f6e\u4fe1\u534a\u5bbd（\u00b13.5pp [\u7b97]），1pp \u7684\u5dee\u503c\u5224\u4e3a\u4e0d\u53ef\u533a\u5206，\u9009\u4fbf\u5b9c\u7684\u90a3\u6863\u3002<\/p>\n

      \n

      \u4e94\u3001\u4e09\u6863\u65b9\u6848\u600e\u4e48\u9009，\u6210\u672c\u66f2\u7ebf\u5728\u54ea\u62d0？<\/h3>\n

      #mermaid-svg-ifxv6uo49Om01Pta{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-ifxv6uo49Om01Pta .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-ifxv6uo49Om01Pta .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-ifxv6uo49Om01Pta .error-icon{fill:#552222;}#mermaid-svg-ifxv6uo49Om01Pta .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-ifxv6uo49Om01Pta .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-ifxv6uo49Om01Pta .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-ifxv6uo49Om01Pta .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-ifxv6uo49Om01Pta .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-ifxv6uo49Om01Pta .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-ifxv6uo49Om01Pta .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-ifxv6uo49Om01Pta .marker{fill:#333333;stroke:#333333;}#mermaid-svg-ifxv6uo49Om01Pta .marker.cross{stroke:#333333;}#mermaid-svg-ifxv6uo49Om01Pta svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-ifxv6uo49Om01Pta p{margin:0;}#mermaid-svg-ifxv6uo49Om01Pta .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-ifxv6uo49Om01Pta .cluster-label text{fill:#333;}#mermaid-svg-ifxv6uo49Om01Pta .cluster-label span{color:#333;}#mermaid-svg-ifxv6uo49Om01Pta .cluster-label span p{background-color:transparent;}#mermaid-svg-ifxv6uo49Om01Pta .label text,#mermaid-svg-ifxv6uo49Om01Pta span{fill:#333;color:#333;}#mermaid-svg-ifxv6uo49Om01Pta .node rect,#mermaid-svg-ifxv6uo49Om01Pta .node circle,#mermaid-svg-ifxv6uo49Om01Pta .node ellipse,#mermaid-svg-ifxv6uo49Om01Pta .node polygon,#mermaid-svg-ifxv6uo49Om01Pta .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-ifxv6uo49Om01Pta .rough-node .label text,#mermaid-svg-ifxv6uo49Om01Pta .node .label text,#mermaid-svg-ifxv6uo49Om01Pta .image-shape .label,#mermaid-svg-ifxv6uo49Om01Pta .icon-shape .label{text-anchor:middle;}#mermaid-svg-ifxv6uo49Om01Pta .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-ifxv6uo49Om01Pta .rough-node .label,#mermaid-svg-ifxv6uo49Om01Pta .node .label,#mermaid-svg-ifxv6uo49Om01Pta .image-shape .label,#mermaid-svg-ifxv6uo49Om01Pta .icon-shape .label{text-align:center;}#mermaid-svg-ifxv6uo49Om01Pta .node.clickable{cursor:pointer;}#mermaid-svg-ifxv6uo49Om01Pta .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-ifxv6uo49Om01Pta .arrowheadPath{fill:#333333;}#mermaid-svg-ifxv6uo49Om01Pta .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-ifxv6uo49Om01Pta .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-ifxv6uo49Om01Pta .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-ifxv6uo49Om01Pta .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-ifxv6uo49Om01Pta .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-ifxv6uo49Om01Pta .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-ifxv6uo49Om01Pta .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-ifxv6uo49Om01Pta .cluster text{fill:#333;}#mermaid-svg-ifxv6uo49Om01Pta .cluster span{color:#333;}#mermaid-svg-ifxv6uo49Om01Pta 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-ifxv6uo49Om01Pta .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-ifxv6uo49Om01Pta rect.text{fill:none;stroke-width:0;}#mermaid-svg-ifxv6uo49Om01Pta .icon-shape,#mermaid-svg-ifxv6uo49Om01Pta .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-ifxv6uo49Om01Pta .icon-shape p,#mermaid-svg-ifxv6uo49Om01Pta .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-ifxv6uo49Om01Pta .icon-shape .label rect,#mermaid-svg-ifxv6uo49Om01Pta .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-ifxv6uo49Om01Pta .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-ifxv6uo49Om01Pta .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-ifxv6uo49Om01Pta :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

      <\/p>\n

      \u89e3\u6790\u5668\u4e94\u6784\u4ef6<\/p>\n

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

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

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

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

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

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

      <\/p>\n

      \u89e3\u7801\u5668<\/p>\n

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

      <\/p>\n

      \u7248\u9762\u5668<\/p>\n

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

      <\/p>\n

      \u8868\u683c\u8fd8\u539f<\/p>\n

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

      <\/p>\n

      \u9605\u8bfb\u6392\u5e8f<\/p>\n

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

      <\/p>\n

      \u5143\u6570\u636e\u62bd\u53d6<\/p>\n

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

      <\/p>\n

      \u7ed3\u6784\u5316\u5757\u6d41<\/p>\n

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

      \u4e09\u6863\u7684\u672c\u8d28\u5dee\u5f02\u4e0d\u662f\u300c\u51c6\u4e0d\u51c6\u300d，\u662f\u54ea\u4e00\u73af\u7531\u4ec0\u4e48\u6765\u505a：<\/p>\n

        \n
      • \u6863 A \u7eaf\u6587\u672c\u62bd\u53d6：\u53ea\u6709\u89e3\u7801\u5668，\u540e\u56db\u73af\u57fa\u672c\u7f3a\u5e2d\u3002\u4ee3\u8868：pdfplumber\u3001PyMuPDF \u7684\u53d6\u5b57\u63a5\u53e3\u3002<\/li>\n
      • \u6863 B \u5e03\u5c40\u611f\u77e5：\u4e94\u73af\u9f50\u5168，\u7248\u9762\u4e0e\u8868\u683c\u9760\u4e13\u95e8\u6a21\u578b\u6216\u89c4\u5219\u3002\u4ee3\u8868：Unstructured\u3001Marker\u3001MinerU\u3001Docling；\u626b\u63cf\u4ef6\u6302 Tesseract OCR \u6216 PaddleOCR\u3002<\/li>\n
      • \u6863 C VLM \u6574\u9875\u7406\u89e3：\u6574\u9875\u6e32\u67d3\u6210\u56fe\u4ea4\u7ed9\u89c6\u89c9\u8bed\u8a00\u6a21\u578b，\u4e00\u6b21\u8f93\u51fa\u5e26\u7ed3\u6784\u7684 Markdown\u3002\u4ee3\u8868：Nougat \u4e00\u7c7b\u7aef\u5230\u7aef\u6a21\u578b\u3002\u9009\u578b\u4e0d\u5c55\u5f00，\u5c5e\u6587\u6863\u667a\u80fd\u4e3b\u9898\u3002<\/li>\n<\/ul>\n

        \u6211\u7684\u5224\u65ad\u662f：\u5927\u591a\u6570\u56e2\u961f\u7684\u9ed8\u8ba4\u6863\u4f4d\u5e94\u8be5\u662f B，\u4e0d\u662f A \u4e5f\u4e0d\u662f C\u3002 \u7406\u7531\u662f A \u7684\u7ed3\u6784\u4fdd\u6301\u7387\u5728\u542b\u8868\u6587\u6863\u4e0a\u901a\u5e38\u4f4e\u4e8e 0.4，\u800c C \u7684\u5355\u4f4d\u6210\u672c\u6bd4 B \u9ad8\u4e00\u5230\u4e24\u4e2a\u6570\u91cf\u7ea7，\u6362\u6765\u7684\u589e\u91cf\u96c6\u4e2d\u5728\u300c\u5408\u5e76\u5355\u5143\u683c\u300d\u4e0e\u300c\u626b\u63cf\u4ef6\u300d\u4e24\u7c7b，\u524d\u8005\u5360\u6bd4\u901a\u5e38\u4e0d\u5230\u6587\u6863\u7684 10%\u3002<\/p>\n\n\u6587\u6863\u7c7b\u578b\u626b\u63cf\u9875\u5360\u6bd4\u8868\u683c\u5bc6\u5ea6\u5b57\u6bb5\u53ec\u56de\u7387\u8981\u6c42\u6210\u672c\u4e0a\u9650\u5efa\u8bae\u6863<\/tr>\n\n\n\n\n\n\n
        \u7eaf\u6587\u672c\u9875（Confluence \u5bfc\u51fa \/ \u6307\u6807\u8bf4\u660e）<\/td>\n0%<\/td>\n\u4f4e<\/td>\n\u22650.85<\/td>\n\u6781\u4f4e<\/td>\nA，\u62bd\u68c0\u540e\u8f6c B<\/td>\n<\/tr>\n
        runbook（\u542b\u8868\u4e0e\u622a\u56fe）<\/td>\n0\u201310%<\/td>\n\u4e2d\u9ad8<\/td>\n\u22650.90<\/td>\n\u4e2d<\/td>\nB，\u626b\u63cf\u9875\u5355\u72ec\u8d70 OCR<\/td>\n<\/tr>\n
        \u626b\u63cf\u7248\u5de5\u5355\/\u5408\u540c<\/td>\n100%<\/td>\n\u4e2d<\/td>\n\u22650.90<\/td>\n\u4e2d\u9ad8<\/td>\nB + OCR，\u8868\u683c\u5bc6\u96c6\u5904\u7528 C<\/td>\n<\/tr>\n
        \u8d22\u62a5\/\u8bba\u6587（\u591a\u7ea7\u8868\u5934）<\/td>\n0%<\/td>\n\u9ad8<\/td>\n\u22650.95<\/td>\n\u9ad8<\/td>\nC，\u6216 B + \u4eba\u5de5\u62bd\u68c0\u590d\u6838<\/td>\n<\/tr>\n
        \u67b6\u6784\u56fe\/\u62d3\u6251\u56fe\u4e3a\u4e3b<\/td>\n\u2014<\/td>\n\u2014<\/td>\n\u56fe\u5185\u6587\u5b57\u53ef\u5bfb\u5740<\/td>\n\u9ad8<\/td>\nC，\u4e14\u9700\u8bc4\u4f30\u56fe\u8f6c\u6587\u5b57\u7684\u5931\u771f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u6210\u672c\u66f2\u7ebf\u5728\u54ea\u62d0，\u6309 6,000 \u9875（\u5bf9\u5e94 topo_docs 12,000 \u6761\u76ee\u7684\u91cf\u7ea7 ）\u7b97\u4e00\u7b14：<\/p>\n\n\u6863\u9875\u5747\u8017\u65f66,000 \u9875\u603b\u8017\u65f6 [\u7b97]\u7ed3\u6784\u4fdd\u6301\u7387\u671f\u671b\u62d0\u70b9\u5224\u636e<\/tr>\n\n\n\n\n
        A \u7eaf\u6587\u672c<\/td>\n10\u201350 ms<\/td>\n1\u20135 \u5206\u949f<\/td>\n0.2\u20130.4<\/td>\n\u6587\u6863\u542b\u8868\u5373\u4e0d\u53ef\u63a5\u53d7<\/td>\n<\/tr>\n
        B \u5e03\u5c40\u611f\u77e5<\/td>\n0.3\u20133 s<\/td>\n30 \u5206\u949f\u20135 \u5c0f\u65f6<\/td>\n0.8\u20130.95<\/td>\n\u5e38\u89c4\u573a\u666f\u7684\u9ed8\u8ba4\u843d\u70b9<\/td>\n<\/tr>\n
        C VLM \u6574\u9875<\/td>\n2\u201315 s<\/td>\n3.3\u201325 \u5c0f\u65f6<\/td>\n0.9\u20130.98<\/td>\n\u53ea\u5bf9\u96be\u4f8b\u4e0e\u9ad8\u4ef7\u503c\u6587\u6863\u5f00\u542f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u62d0\u70b9\u4e0d\u662f\u4e2a\u70b9，\u662f\u6761\u89c4\u5219：\u8868\u683c\u5bc6\u5ea6\u8d85\u8fc7\u7ea6 15%，A \u5c31\u4e0d\u5212\u7b97；\u5408\u5e76\u5355\u5143\u683c\u6216\u626b\u63cf\u9875\u5360\u6bd4\u4f4e\u4e8e 10%，C \u5c31\u4e0d\u5212\u7b97\u3002\u4e2d\u95f4\u90a3\u6bb5\u662f B \u7684\u5730\u76d8，\u4e5f\u662f\u591a\u6570\u4f01\u4e1a\u6587\u6863\u5e93\u7684\u771f\u5b9e\u4f4d\u7f6e\u3002<\/p>\n

        #mermaid-svg-dFdPh90ug67SHptP{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-dFdPh90ug67SHptP .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-dFdPh90ug67SHptP .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-dFdPh90ug67SHptP .error-icon{fill:#552222;}#mermaid-svg-dFdPh90ug67SHptP .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-dFdPh90ug67SHptP .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-dFdPh90ug67SHptP .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-dFdPh90ug67SHptP .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-dFdPh90ug67SHptP .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-dFdPh90ug67SHptP .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-dFdPh90ug67SHptP .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-dFdPh90ug67SHptP .marker{fill:#333333;stroke:#333333;}#mermaid-svg-dFdPh90ug67SHptP .marker.cross{stroke:#333333;}#mermaid-svg-dFdPh90ug67SHptP svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-dFdPh90ug67SHptP p{margin:0;}#mermaid-svg-dFdPh90ug67SHptP .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-dFdPh90ug67SHptP .cluster-label text{fill:#333;}#mermaid-svg-dFdPh90ug67SHptP .cluster-label span{color:#333;}#mermaid-svg-dFdPh90ug67SHptP .cluster-label span p{background-color:transparent;}#mermaid-svg-dFdPh90ug67SHptP .label text,#mermaid-svg-dFdPh90ug67SHptP span{fill:#333;color:#333;}#mermaid-svg-dFdPh90ug67SHptP .node rect,#mermaid-svg-dFdPh90ug67SHptP .node circle,#mermaid-svg-dFdPh90ug67SHptP .node ellipse,#mermaid-svg-dFdPh90ug67SHptP .node polygon,#mermaid-svg-dFdPh90ug67SHptP .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-dFdPh90ug67SHptP .rough-node .label text,#mermaid-svg-dFdPh90ug67SHptP .node .label text,#mermaid-svg-dFdPh90ug67SHptP .image-shape .label,#mermaid-svg-dFdPh90ug67SHptP .icon-shape .label{text-anchor:middle;}#mermaid-svg-dFdPh90ug67SHptP .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-dFdPh90ug67SHptP .rough-node .label,#mermaid-svg-dFdPh90ug67SHptP .node .label,#mermaid-svg-dFdPh90ug67SHptP .image-shape .label,#mermaid-svg-dFdPh90ug67SHptP .icon-shape .label{text-align:center;}#mermaid-svg-dFdPh90ug67SHptP .node.clickable{cursor:pointer;}#mermaid-svg-dFdPh90ug67SHptP .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-dFdPh90ug67SHptP .arrowheadPath{fill:#333333;}#mermaid-svg-dFdPh90ug67SHptP .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-dFdPh90ug67SHptP .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-dFdPh90ug67SHptP .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-dFdPh90ug67SHptP .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-dFdPh90ug67SHptP .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-dFdPh90ug67SHptP .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-dFdPh90ug67SHptP .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-dFdPh90ug67SHptP .cluster text{fill:#333;}#mermaid-svg-dFdPh90ug67SHptP .cluster span{color:#333;}#mermaid-svg-dFdPh90ug67SHptP 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-dFdPh90ug67SHptP .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-dFdPh90ug67SHptP rect.text{fill:none;stroke-width:0;}#mermaid-svg-dFdPh90ug67SHptP .icon-shape,#mermaid-svg-dFdPh90ug67SHptP .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-dFdPh90ug67SHptP .icon-shape p,#mermaid-svg-dFdPh90ug67SHptP .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-dFdPh90ug67SHptP .icon-shape .label rect,#mermaid-svg-dFdPh90ug67SHptP .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-dFdPh90ug67SHptP .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-dFdPh90ug67SHptP .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-dFdPh90ug67SHptP :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

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

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        <\/p>\n

        PDF \u4e8c\u8fdb\u5236<\/p>\n

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

        <\/p>\n

        \u7248\u9762\u6811<\/p>\n

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

        <\/p>\n

        \u7ed3\u6784\u5316\u5757\u6d41<\/p>\n

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

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        \u5e26\u5143\u6570\u636e\u77e5\u8bc6\u6761\u76ee<\/p>\n

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

        <\/p>\n

        \u5012\u6392\u4e0e\u5411\u91cf\u7d22\u5f15<\/p>\n

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

        <\/p>\n

        \u67e5\u8be2<\/p>\n

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

        \n

        \u516d\u3001\u5757\u6d41\u8be5\u957f\u4ec0\u4e48\u6837：\u4e00\u4efd\u80fd\u6821\u9a8c\u7684 Schema \u4e0e\u8fdd\u7ea6\u5904\u7f6e<\/h3>\n

        \u56db\u628a\u5c3a\u5b50\u91cf\u7684\u662f\u300c\u89e3\u6790\u5668\u5e72\u5f97\u597d\u4e0d\u597d\u300d，\u4f46\u8fd8\u6709\u4e00\u7c7b\u6545\u969c\u4e0d\u5c5e\u4e8e\u5e72\u5f97\u597d\u4e0d\u597d\u2014\u2014\u4ea7\u7269\u5b57\u6bb5\u672c\u8eab\u5c31\u4e0d\u9f50\u3002\u8fd9\u7c7b\u6545\u969c\u4e0d\u5728\u89e3\u6790\u9636\u6bb5\u7ed3\u7b97，\u800c\u662f\u7b49\u5230\u300c[06-\u5f15\u7528\u4e0e\u53ef\u6eaf\u6e90 \u8fd8\u5728\u5199]\u300d\u505a\u5f15\u7528\u5b9a\u4f4d\u65f6\u624d\u53d1\u73b0 section \u5168\u7a7a，\u6216\u8005 \u300c[03-\u5207\u5206-\u8bed\u4e49\u5b8c\u6574\u4e0e\u68c0\u7d22\u7cbe\u5ea6 \u8fd8\u5728\u5199]\u300d\u60f3\u6309\u7ae0\u8282\u8def\u5f84\u5207\u5757\u65f6\u624d\u53d1\u73b0 page \u53ea\u6709 0\u3002\u90a3\u65f6\u5019\u8981\u8fd4\u5de5\u7684\u662f\u6574\u6761\u7d22\u5f15\u3002<\/p>\n

        \u6240\u4ee5\u89e3\u6790\u5668\u4e0e\u4e0b\u6e38\u4e4b\u95f4\u9700\u8981\u4e00\u4efd\u663e\u5f0f\u5951\u7ea6\u3002\u5b83\u4e0d\u9700\u8981\u590d\u6742，\u53ea\u9700\u8981\u80fd\u88ab\u673a\u5668\u6821\u9a8c：\u54ea\u4e9b\u5b57\u6bb5\u5fc5\u586b\u3001\u7f3a\u4e86\u8c01\u964d\u7ea7\u3001\u54ea\u4e9b\u5fc5\u987b\u62d2\u7edd\u5165\u5e93\u3002<\/p>\n\n\u5b57\u6bb5\u7c7b\u578b\u8c01\u6d88\u8d39\u7f3a\u4e86\u4f1a\u600e\u6837\u8fdd\u7ea6\u5904\u7f6e<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n
        doc_id<\/td>\nstr<\/td>\n\u5168\u90e8<\/td>\n\u65e0\u6cd5\u56de\u6eaf\u539f\u6587\u6863，\u91cd\u89e3\u6790\u8303\u56f4\u4e5f\u7b97\u4e0d\u51fa\u6765<\/td>\n\u62d2\u7edd\u5165\u5e93<\/td>\n<\/tr>\n
        block_id<\/td>\nstr<\/td>\n\u300c[06-\u5f15\u7528\u4e0e\u53ef\u6eaf\u6e90 \u8fd8\u5728\u5199]\u300d \u7684 span_id<\/td>\n\u5f15\u7528\u6307\u5411\u7684\u7247\u6bb5 id \u65e0\u5904\u5b89\u653e<\/td>\n\u62d2\u7edd\u5165\u5e93<\/td>\n<\/tr>\n
        btype<\/td>\nenum text\/table\/title\/caption<\/td>\n\u300c02B-\u6587\u6863\u89e3\u6790\u4e0b-\u8868\u683c\u8de8\u9875\u4e0e\u622a\u65ad\u300d \/ \u300c[03-\u5207\u5206-\u8bed\u4e49\u5b8c\u6574\u4e0e\u68c0\u7d22\u7cbe\u5ea6 \u8fd8\u5728\u5199]\u300d<\/td>\n\u8868\u683c\u4e0e\u6b63\u6587\u6df7\u5728\u4e00\u8d77，\u65ad\u88c2\u68c0\u6d4b\u5931\u53bb\u8f93\u5165<\/td>\n\u964d\u7ea7\u4e3a text \u5e76\u8ba1\u6570<\/td>\n<\/tr>\n
        text<\/td>\nstr<\/td>\n\u5168\u90e8<\/td>\n\u2014<\/td>\n\u62d2\u7edd\u5165\u5e93<\/td>\n<\/tr>\n
        page<\/td>\nint \u22651<\/td>\n\u300c02B-\u6587\u6863\u89e3\u6790\u4e0b-\u8868\u683c\u8de8\u9875\u4e0e\u622a\u65ad\u300d \u8de8\u9875\u5408\u5e76\u3001\u300c[06-\u5f15\u7528\u4e0e\u53ef\u6eaf\u6e90 \u8fd8\u5728\u5199]\u300d \u5f15\u7528<\/td>\n\u8de8\u9875\u8868\u65e0\u6cd5\u7eed\u63a5，\u5f15\u7528\u7ed9\u4e0d\u51fa\u9875\u7801<\/td>\n\u8bb0 -1 \u5e76\u8ba1\u5165\u7a7a\u503c\u7387<\/td>\n<\/tr>\n
        section<\/td>\nstr<\/td>\n\u300c[03-\u5207\u5206-\u8bed\u4e49\u5b8c\u6574\u4e0e\u68c0\u7d22\u7cbe\u5ea6 \u8fd8\u5728\u5199]\u300d \u6309\u7ae0\u8282\u5207\u3001\u300c[06-\u5f15\u7528\u4e0e\u53ef\u6eaf\u6e90 \u8fd8\u5728\u5199]\u300d \u5b9a\u4f4d<\/td>\n\u5c42\u7ea7\u6811\u9000\u5316\u6210\u5e73\u8868，\u5f15\u7528\u5b9a\u4f4d\u4e0d\u5230\u7ae0\u8282<\/td>\n\u8bb0 "" \u5e76\u8ba1\u5165\u7a7a\u503c\u7387<\/td>\n<\/tr>\n
        rows<\/td>\nlist[list[str]]（\u4ec5 table）<\/td>\n\u300c02B-\u6587\u6863\u89e3\u6790\u4e0b-\u8868\u683c\u8de8\u9875\u4e0e\u622a\u65ad\u300d \u8868\u5934\u7ee7\u627f<\/td>\n\u8868\u683c\u53ea\u5269\u62c9\u5e73\u6587\u672c，\u5b57\u6bb5\u53ef\u5b9a\u4f4d\u7387\u5f52\u96f6<\/td>\nbtype=table \u800c rows \u4e3a\u7a7a \u2192 \u8ba1\u4e00\u6b21\u7ed3\u6784\u8fdd\u7ea6<\/td>\n<\/tr>\n
        bbox<\/td>\nlist[float]（4 \u4e2a）<\/td>\n\u7248\u9762\u8c03\u8bd5\u3001\u300c02B-\u6587\u6863\u89e3\u6790\u4e0b-\u8868\u683c\u8de8\u9875\u4e0e\u622a\u65ad\u300d \u5750\u6807\u7ea6\u675f<\/td>\n\u540c\u9875\u591a\u5f20\u7ed3\u6784\u76f8\u540c\u7684\u8868\u65e0\u6cd5\u533a\u5206<\/td>\n\u53ef\u9009，\u7f3a\u4e86\u53ea\u5f71\u54cd\u8c03\u8bd5<\/td>\n<\/tr>\n
        source_uri<\/td>\nstr<\/td>\n\u300c[07-\u77e5\u8bc6\u65b0\u9c9c\u5ea6 \u8fd8\u5728\u5199]\u300d \u6743\u5a01\u6e90\u6bd4\u5bf9<\/td>\n\u5de1\u68c0\u65f6\u4e0d\u77e5\u9053\u8be5\u53bb\u54ea\u513f\u6838\u5bf9<\/td>\n\u8bb0 "" \u5e76\u5728 07 \u524d\u8865<\/td>\n<\/tr>\n
        parser_version<\/td>\nstr<\/td>\n\u300c[09-\u68c0\u7d22\u7ba1\u9053\u95e8\u7981 \u8fd8\u5728\u5199]\u300d \u53d8\u66f4\u7559\u75d5<\/td>\n\u7d22\u5f15\u91cd\u5efa\u540e\u8bf4\u4e0d\u6e05\u7528\u7684\u662f\u54ea\u4e00\u7248\u89e3\u6790\u5668<\/td>\n\u62d2\u7edd\u5165\u5e93<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u6700\u540e\u4e24\u4e2a\u5b57\u6bb5\u662f\u8fd9\u4e00\u8f6e\u8865\u7684：source_uri \u770b\u7740\u8ddf\u89e3\u6790\u65e0\u5173，\u4f46\u300c[07-\u77e5\u8bc6\u65b0\u9c9c\u5ea6 \u8fd8\u5728\u5199]\u300d \u7684\u4e09\u8def\u5de1\u68c0\u91cc\u300c\u6743\u5a01\u6e90\u6bd4\u5bf9\u300d\u8fd9\u4e00\u8def\u552f\u4e00\u9700\u8981\u7684\u8f93\u5165\u5c31\u662f\u5b83；\u7b49 07 \u518d\u56de\u5934\u8865，\u6210\u672c\u662f\u91cd\u65b0\u89e3\u6790\u6574\u4e2a\u5e93\u3002parser_version \u540c\u7406\u2014\u2014\u300c09-\u68c0\u7d22\u7ba1\u9053\u95e8\u7981 \u8fd8\u5728\u5199]\u300d \u7684\u56de\u6eda\u4e09\u6b65\u91cc，\u7b2c\u4e00\u6b65\u5c31\u8981\u56de\u7b54\u300c\u4e0a\u6b21\u662f\u7528\u54ea\u4e00\u7248\u89e3\u6790\u5668\u5efa\u7684\u7d22\u5f15\u300d\u3002<\/p>\n

        \u6821\u9a8c\u8fd9\u4efd\u5951\u7ea6\u7684\u811a\u672c，\u96f6\u4f9d\u8d56：<\/p>\n

        \u8f93\u5165\u662f\u4ec0\u4e48：parsed\/blocks.jsonl（\u4e0a\u4e00\u8282\u90a3\u4efd\u5757\u6d41）\u3002 \u600e\u4e48\u6267\u884c：\u9010\u5757\u68c0\u67e5\u5fc5\u586b\u5b57\u6bb5\u4e0e\u53d6\u503c\u5408\u6cd5\u6027，\u8fdd\u7ea6\u5206\u300c\u62d2\u7edd \/ \u964d\u7ea7 \/ \u8ba1\u6570\u300d\u4e09\u6863\u5904\u7f6e，\u8de8\u5757\u6c47\u603b\u6210\u4e00\u4efd\u8fdd\u7ea6\u62a5\u544a\u3002 \u8f93\u51fa\u4ec0\u4e48：\u6bcf\u4e2a\u5b57\u6bb5\u7684\u8fdd\u7ea6\u6570\u4e0e\u5904\u7f6e\u6863\u4f4d，\u5916\u52a0\u4e00\u53e5\u603b\u4f53\u5224\u5b9a\u3002 \u7ed3\u679c\u4e0d\u5bf9\u67e5\u54ea：\u5982\u679c btype \u8fdd\u7ea6\u6570\u662f\u603b\u5757\u6570\u7684\u5168\u90e8，\u8bf4\u660e\u89e3\u6790\u5668\u538b\u6839\u6ca1\u8f93\u51fa\u5757\u7c7b\u578b\u5b57\u6bb5，\u5148\u53bb\u770b\u89e3\u6790\u5668\u7684\u8f93\u51fa\u914d\u7f6e；\u5982\u679c rows \u8fdd\u7ea6\u6570\u7b49\u4e8e\u8868\u683c\u5757\u6570，\u90a3\u662f\u6ca1\u505a\u8868\u683c\u8fd8\u539f，\u4e0d\u662f\u683c\u5f0f\u95ee\u9898\u3002<\/p>\n

        # block_contract.py \u2014\u2014 \u5757\u6d41\u5951\u7ea6\u6821\u9a8c（\u96f6\u4f9d\u8d56\u5185\u6838，\u6807\u51c6\u5e93）<\/span>
        \nimport<\/span> json
        \nfrom<\/span> collections import<\/span> Counter<\/p>\n

        REQUIRED =<\/span> (<\/span>"doc_id"<\/span>,<\/span> "block_id"<\/span>,<\/span> "text"<\/span>)<\/span> # \u7f3a\u5373\u62d2\u7edd<\/span>
        \nOPTIONAL_COUNT =<\/span> (<\/span>"page"<\/span>,<\/span> "section"<\/span>,<\/span> "source_uri"<\/span>)<\/span> # \u7f3a\u5373\u8ba1\u6570<\/span>
        \nTYPES =<\/span> {<\/span>"text"<\/span>,<\/span> "table"<\/span>,<\/span> "title"<\/span>,<\/span> "caption"<\/span>}<\/span><\/p>\n

        def<\/span> check_block<\/span>(<\/span>b:<\/span> dict<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
        \n """\u5355\u5757\u6821\u9a8c，\u8fd4\u56de {reject:bool, downgrade:list, missing:list}"""<\/span>
        \n reject =<\/span> [<\/span>k for<\/span> k in<\/span> REQUIRED if<\/span> not<\/span> b.<\/span>get(<\/span>k)<\/span>]<\/span>
        \n missing =<\/span> [<\/span>k for<\/span> k in<\/span> OPTIONAL_COUNT if<\/span> b.<\/span>get(<\/span>k)<\/span> in<\/span> (<\/span>None<\/span>,<\/span> ""<\/span>,<\/span> –<\/span>1<\/span>)<\/span>]<\/span>
        \n down =<\/span> [<\/span>]<\/span>
        \n btype =<\/span> b.<\/span>get(<\/span>"btype"<\/span>)<\/span>
        \n if<\/span> btype not<\/span> in<\/span> TYPES:<\/span>
        \n down.<\/span>append(<\/span>"btype->text"<\/span>)<\/span> # \u7c7b\u578b\u4e0d\u8ba4\u8bc6，\u964d\u7ea7\u4e3a\u6b63\u6587<\/span>
        \n btype =<\/span> "text"<\/span>
        \n if<\/span> btype ==<\/span> "table"<\/span> and<\/span> not<\/span> b.<\/span>get(<\/span>"rows"<\/span>)<\/span>:<\/span>
        \n down.<\/span>append(<\/span>"table_without_rows"<\/span>)<\/span> # \u7ed3\u6784\u8fdd\u7ea6：\u58f0\u79f0\u662f\u8868\u683c\u5374\u6ca1\u6709\u884c\u5217<\/span>
        \n if<\/span> not<\/span> b.<\/span>get(<\/span>"parser_version"<\/span>)<\/span>:<\/span>
        \n reject.<\/span>append(<\/span>"parser_version"<\/span>)<\/span>
        \n return<\/span> {<\/span>"reject"<\/span>:<\/span> reject,<\/span> "downgrade"<\/span>:<\/span> down,<\/span> "missing"<\/span>:<\/span> missing}<\/span><\/p>\n

        def<\/span> report<\/span>(<\/span>path:<\/span> str<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
        \n n =<\/span> 0<\/span>
        \n rejected,<\/span> downgrades,<\/span> miss =<\/span> 0<\/span>,<\/span> Counter(<\/span>)<\/span>,<\/span> Counter(<\/span>)<\/span>
        \n for<\/span> line in<\/span> open<\/span>(<\/span>path,<\/span> encoding=<\/span>"utf-8"<\/span>)<\/span>:<\/span>
        \n if<\/span> not<\/span> line.<\/span>strip(<\/span>)<\/span>:<\/span>
        \n continue<\/span>
        \n n +=<\/span> 1<\/span>
        \n r =<\/span> check_block(<\/span>json.<\/span>loads(<\/span>line)<\/span>)<\/span>
        \n if<\/span> r[<\/span>"reject"<\/span>]<\/span>:<\/span>
        \n rejected +=<\/span> 1<\/span>
        \n downgrades.<\/span>update(<\/span>r[<\/span>"downgrade"<\/span>]<\/span>)<\/span>
        \n miss.<\/span>update(<\/span>r[<\/span>"missing"<\/span>]<\/span>)<\/span>
        \n return<\/span> {<\/span>"n_blocks"<\/span>:<\/span> n,<\/span>
        \n "reject_rate"<\/span>:<\/span> round<\/span>(<\/span>rejected \/<\/span> max<\/span>(<\/span>1<\/span>,<\/span> n)<\/span>,<\/span> 3<\/span>)<\/span>,<\/span>
        \n "downgrades"<\/span>:<\/span> dict<\/span>(<\/span>downgrades)<\/span>,<\/span>
        \n "missing_fields"<\/span>:<\/span> dict<\/span>(<\/span>miss)<\/span>,<\/span>
        \n "verdict"<\/span>:<\/span> "\u53ef\u5165\u5e93"<\/span> if<\/span> rejected ==<\/span> 0<\/span> and<\/span>
        \n miss[<\/span>"section"<\/span>]<\/span> \/<\/span> max<\/span>(<\/span>1<\/span>,<\/span> n)<\/span> <<\/span> 0.10<\/span> else<\/span> "\u9700\u4fee\u89e3\u6790\u914d\u7f6e"<\/span>}<\/span><\/p>\n

        if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
        \n print<\/span>(<\/span>json.<\/span>dumps(<\/span>report(<\/span>"parsed\/blocks.jsonl"<\/span>)<\/span>,<\/span> ensure_ascii=<\/span>False<\/span>,<\/span> indent=<\/span>2<\/span>)<\/span>)<\/span><\/p>\n

        \u9010\u6bb5\u8bfb\u8fd9\u4efd\u811a\u672c<\/h4>\n
          \n
        • REQUIRED \/ OPTIONAL_COUNT：\u4e24\u6863\u5b57\u6bb5\u5206\u5f00\u662f\u523b\u610f\u7684\u3002\u5fc5\u586b\u4e09\u6837\u7f3a\u4e00\u6837，\u8fd9\u6761\u5757\u5728\u4e0b\u6e38\u6ca1\u6709\u4efb\u4f55\u7528\u9014；\u53ef\u9009\u4e09\u6837\u7f3a\u4e86\u53ea\u662f\u8ba9\u67d0\u4e00\u73af\u53d8\u5f31，\u4e0d\u8be5\u56e0\u6b64\u4e22\u6389\u6574\u5757\u5185\u5bb9\u3002\u628a\u4e24\u8005\u6df7\u6210\u4e00\u4e2a\u6e05\u5355，\u6700\u5e38\u89c1\u7684\u540e\u679c\u662f section \u7a7a\u503c\u7387\u4e00\u9ad8\u5c31\u6574\u5e93\u62d2\u6536\u3002<\/li>\n
        • check_block()：btype \u4e0d\u8ba4\u8bc6\u5c31\u964d\u7ea7\u6210 text，\u800c\u4e0d\u662f\u62d2\u6536\u2014\u2014\u89e3\u6790\u5668\u7684\u7c7b\u578b\u8bcd\u8868\u4f1a\u968f\u7248\u672c\u6269\u5c55（figure \/ code \/ list \u90fd\u53ef\u80fd\u5192\u51fa\u6765），\u62d2\u6536\u4f1a\u8ba9\u89e3\u6790\u5668\u5347\u7ea7\u53d8\u6210\u4e00\u6b21\u7ebf\u4e0a\u4e8b\u6545\u3002table \u5374\u6ca1\u6709 rows \u662f\u552f\u4e00\u8bb0\u300c\u7ed3\u6784\u8fdd\u7ea6\u300d\u7684\u60c5\u5f62，\u56e0\u4e3a\u5b83\u901a\u5e38\u610f\u5473\u7740\u6ca1\u505a\u8868\u683c\u8fd8\u539f\u3002<\/li>\n
        • report()：\u5224\u5b9a\u7ebf\u5199\u5728 verdict \u91cc\u2014\u2014\u96f6\u62d2\u6536\u4e14 section \u7a7a\u503c\u7387 <10%（\u4e0e\u7b2c\u4e8c\u8282\u90a3\u5f20\u8868\u7684\u9608\u503c\u5bf9\u9f50）\u624d\u7b97\u53ef\u5165\u5e93\u3002\u8fd9\u6761\u7ebf\u662f\u8be5\u6309\u4f60\u81ea\u5df1\u7684\u6587\u6863\u96c6\u91cd\u6807\u7684，10% \u8fd9\u4e2a\u6570\u5bf9\u5e94\u300c\u5f15\u7528\u8fd8\u80fd\u5b9a\u4f4d\u5230\u7ae0\u8282\u300d\u3002<\/li>\n
        • \u5df2\u77e5\u504f\u5dee\u4e24\u6761：\u2460 page \u8bb0 -1 \u4e0e\u7f3a\u5b57\u6bb5\u90fd\u7b97\u8fdd\u7ea6，\u4f46\u8bed\u4e49\u4e0d\u540c（\u524d\u8005\u662f\u300c\u77e5\u9053\u6ca1\u6709\u300d，\u540e\u8005\u662f\u300c\u6ca1\u53d6\u300d），\u8981\u533a\u5206\u5c31\u5f97\u5206\u5f00\u8ba1；\u2461 bbox \u6ca1\u8fdb\u6821\u9a8c，\u9700\u8981\u5750\u6807\u7ea6\u675f\u65f6（\u540c\u9875\u591a\u5f20\u540c\u6784\u8868）\u5f97\u81ea\u5df1\u8865\u3002<\/li>\n<\/ul>\n

          \u8dd1\u5728 20 \u7bc7 runbooks \u7684\u6863 A \u4e0e\u6863 B \u8f93\u51fa\u4e0a，\u9884\u671f\u8f93\u51fa\u5982\u4e0b：<\/p>\n

          \u6863 A: {"n_blocks": 1842, "reject_rate": 0.000, "downgrades": {"table_without_rows": 63},
          \n "missing_fields": {"page": 0, "section": 1842, "source_uri": 1842},
          \n "verdict": "\u9700\u4fee\u89e3\u6790\u914d\u7f6e"}
          \n\u6863 B: {"n_blocks": 2176, "reject_rate": 0.000, "downgrades": {"btype->text": 41},
          \n "missing_fields": {"page": 12, "section": 96, "source_uri": 0},
          \n "verdict": "\u53ef\u5165\u5e93"}<\/p>\n

          \u4e24\u884c\u8f93\u51fa\u7684\u5dee\u522b\u4e0d\u5728 reject_rate（\u90fd\u662f 0），\u5728 missing_fields：\u6863 A \u7684 section \u4e0e source_uri \u662f\u6ee1\u683c\u8fdd\u7ea6 1,842 \u6761，\u6863 B \u7684 section \u53ea\u5269 96 \u6761（\u7a7a\u503c\u7387 4.4% [\u7b97]，\u8d8a\u8fc7 10% \u90a3\u6761\u7ebf）\u3002\u62d2\u6536\u7387\u770b\u4e0d\u51fa\u89e3\u6790\u5668\u7684\u597d\u574f，\u5b57\u6bb5\u8fdd\u7ea6\u5206\u5e03\u624d\u770b\u5f97\u51fa\u2014\u2014\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5951\u7ea6\u6821\u9a8c\u8981\u5355\u72ec\u8dd1，\u4e0d\u80fd\u53ea\u770b\u56db\u628a\u5c3a\u5b50\u3002<\/p>\n

          \n

          \u4e03\u30010.912 \u548c 0.947 \u5230\u5e95\u5dee\u591a\u5c11：\u6362\u6863\u524d\u7684\u5224\u7a33\u4e0e\u91cd\u89e3\u6790\u8303\u56f4<\/h3>\n

          \u4e0a\u4e00\u8282\u90a3\u5f20\u4e09\u6863\u8868\u6709\u4e2a\u6ca1\u56de\u7b54\u7684\u95ee\u9898：B \u7684\u5b57\u6bb5\u53ec\u56de\u7387 0.912 \u4e0e C \u7684 0.947，\u5dee 3.5pp [\u7b97]，\u591f\u4e0d\u591f\u683c\u591a\u4ed8 48 \u500d\u7684\u94b1？\u53ea\u770b\u5747\u503c\u4e00\u5b9a\u4f1a\u88ab\u9a97\u2014\u201420 \u7bc7\u91cc\u53ea\u8981\u6709\u4e00\u4e24\u7bc7\u542b\u5408\u5e76\u5355\u5143\u683c\u7684\u6587\u6863\u88ab C \u6551\u56de\u6765，\u5747\u503c\u5c31\u88ab\u62ac\u4e0a\u53bb\u4e86\u3002<\/p>\n

          \u5224\u7a33\u7684\u529e\u6cd5\u662f\u91cd\u91c7\u6837：\u628a 20 \u7bc7\u7684\u5206\u6570\u5f53\u6210\u6837\u672c，\u6709\u653e\u56de\u5730\u62bd 2,000 \u6b21，\u770b\u5dee\u503c\u7684\u5206\u5e03\u8de8\u4e0d\u8de8 0\u3002\u96f6\u4f9d\u8d56\u5b9e\u73b0：<\/p>\n

          \u8f93\u5165\u662f\u4ec0\u4e48：\u4e24\u6863\u5404\u81ea\u7684\u5206\u7bc7\u5206\u6570\u5217\u8868（\u957f\u5ea6\u76f8\u540c\u3001\u6309\u7bc7\u5bf9\u9f50）\u3002 \u600e\u4e48\u6267\u884c：\u6210\u5bf9\u76f8\u51cf\u540e\u505a bootstrap，\u8f93\u51fa\u5dee\u503c\u7684\u5747\u503c\u4e0e 95% \u5206\u4f4d\u533a\u95f4\u3002 \u8f93\u51fa\u4ec0\u4e48：\u70b9\u4f30\u8ba1 + \u533a\u95f4\u4e0b\u4e0a\u754c + \u4e00\u53e5\u5224\u5b9a\u3002 \u7ed3\u679c\u4e0d\u5bf9\u67e5\u54ea：\u533a\u95f4\u7279\u522b\u5bbd（\u534a\u5bbd >5pp）\u901a\u5e38\u4e0d\u662f\u65b9\u6cd5\u95ee\u9898，\u662f\u5206\u7bc7\u5206\u6570\u65b9\u5dee\u592a\u5927，\u5148\u770b\u662f\u4e0d\u662f\u6709\u4e00\u4e24\u7bc7\u79bb\u7fa4；\u6210\u5bf9\u8bbe\u8ba1\u4e0b\u5fc5\u987b\u4e24\u6863\u7528\u540c\u4e00\u6279\u6587\u6863，\u6df7\u4e86\u5c31\u5931\u53bb\u914d\u5bf9\u7684\u610f\u4e49\u3002<\/p>\n

          # bootstrap_diff.py \u2014\u2014 \u6210\u5bf9 bootstrap \u5224\u7a33（\u96f6\u4f9d\u8d56\u5185\u6838，\u6807\u51c6\u5e93）<\/span>
          \nimport<\/span> random<\/p>\n

          def<\/span> bootstrap_diff<\/span>(<\/span>a:<\/span> list<\/span>,<\/span> b:<\/span> list<\/span>,<\/span> n_boot:<\/span> int<\/span> =<\/span> 2000<\/span>,<\/span> seed:<\/span> int<\/span> =<\/span> 7<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
          \n """a=\u65e7\u6863\u5206\u7bc7\u5206\u6570，b=\u65b0\u6863\u5206\u7bc7\u5206\u6570，\u8fd4\u56de\u5dee\u503c(b-a)\u7684\u70b9\u4f30\u8ba1\u4e0e95%\u533a\u95f4\u3002
          \n \u6210\u5bf9\u8bbe\u8ba1：\u540c\u4e00\u7bc7\u6587\u6863\u5728\u4e24\u6863\u4e0b\u7684\u5206\u6570\u914d\u5bf9\u76f8\u51cf，\u6d88\u9664\u6587\u6863\u96be\u5ea6\u5dee\u5f02\u3002"""<\/span>
          \n assert<\/span> len<\/span>(<\/span>a)<\/span> ==<\/span> len<\/span>(<\/span>b)<\/span>,<\/span> "\u5fc5\u987b\u6210\u5bf9：\u4e24\u6863\u8dd1\u540c\u4e00\u6279\u6587\u6863"<\/span>
          \n rnd =<\/span> random.<\/span>Random(<\/span>seed)<\/span>
          \n n =<\/span> len<\/span>(<\/span>a)<\/span>
          \n d =<\/span> [<\/span>y –<\/span> x for<\/span> x,<\/span> y in<\/span> zip<\/span>(<\/span>a,<\/span> b)<\/span>]<\/span> # \u9010\u7bc7\u5dee\u503c<\/span>
          \n point =<\/span> sum<\/span>(<\/span>d)<\/span> \/<\/span> n
          \n boots =<\/span> [<\/span>]<\/span>
          \n for<\/span> _ in<\/span> range<\/span>(<\/span>n_boot)<\/span>:<\/span>
          \n s =<\/span> sum<\/span>(<\/span>d[<\/span>rnd.<\/span>randrange(<\/span>n)<\/span>]<\/span> for<\/span> _ in<\/span> range<\/span>(<\/span>n)<\/span>)<\/span> \/<\/span> n
          \n boots.<\/span>append(<\/span>s)<\/span>
          \n boots.<\/span>sort(<\/span>)<\/span>
          \n lo =<\/span> boots[<\/span>int<\/span>(<\/span>0.025<\/span> *<\/span> n_boot)<\/span>]<\/span>
          \n hi =<\/span> boots[<\/span>int<\/span>(<\/span>0.975<\/span> *<\/span> n_boot)<\/span> –<\/span> 1<\/span>]<\/span>
          \n return<\/span> {<\/span>"point_pp"<\/span>:<\/span> round<\/span>(<\/span>point *<\/span> 100<\/span>,<\/span> 2<\/span>)<\/span>,<\/span>
          \n "ci95_pp"<\/span>:<\/span> [<\/span>round<\/span>(<\/span>lo *<\/span> 100<\/span>,<\/span> 2<\/span>)<\/span>,<\/span> round<\/span>(<\/span>hi *<\/span> 100<\/span>,<\/span> 2<\/span>)<\/span>]<\/span>,<\/span>
          \n "verdict"<\/span>:<\/span> (<\/span>"\u6362"<\/span> if<\/span> lo ><\/span> 0.02<\/span> else<\/span>
          \n "\u4e0d\u6362"<\/span> if<\/span> hi <<\/span> 0<\/span> else<\/span>
          \n "\u4e0d\u53ef\u533a\u5206"<\/span>)<\/span>}<\/span><\/p>\n

          if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
          \n # 20 \u7bc7\u5206\u7bc7\u51c6\u786e\u7387（\u26a0\ufe0f \u6784\u9020\u793a\u4f8b）：B \u6863 vs C \u6863<\/span>
          \n B =<\/span> [<\/span>0.70<\/span>,<\/span> 0.65<\/span>,<\/span> 0.80<\/span>,<\/span> 0.55<\/span>,<\/span> 0.75<\/span>,<\/span> 0.60<\/span>,<\/span> 0.85<\/span>,<\/span> 0.70<\/span>,<\/span> 0.65<\/span>,<\/span> 0.75<\/span>,<\/span>
          \n 0.60<\/span>,<\/span> 0.70<\/span>,<\/span> 0.80<\/span>,<\/span> 0.55<\/span>,<\/span> 0.65<\/span>,<\/span> 0.75<\/span>,<\/span> 0.70<\/span>,<\/span> 0.60<\/span>,<\/span> 0.85<\/span>,<\/span> 0.70<\/span>]<\/span>
          \n C =<\/span> [<\/span>0.75<\/span>,<\/span> 0.65<\/span>,<\/span> 0.80<\/span>,<\/span> 0.60<\/span>,<\/span> 0.75<\/span>,<\/span> 0.60<\/span>,<\/span> 0.85<\/span>,<\/span> 0.70<\/span>,<\/span> 0.70<\/span>,<\/span> 0.80<\/span>,<\/span>
          \n 0.60<\/span>,<\/span> 0.70<\/span>,<\/span> 0.85<\/span>,<\/span> 0.55<\/span>,<\/span> 0.70<\/span>,<\/span> 0.75<\/span>,<\/span> 0.70<\/span>,<\/span> 0.65<\/span>,<\/span> 0.85<\/span>,<\/span> 0.70<\/span>]<\/span>
          \n print<\/span>(<\/span>bootstrap_diff(<\/span>B,<\/span> C)<\/span>)<\/span><\/p>\n

          \u9010\u6bb5\u8bfb\u8fd9\u4efd\u811a\u672c<\/h4>\n
            \n
          • \u6210\u5bf9\u8bbe\u8ba1：\u5148\u9010\u7bc7\u76f8\u51cf\u518d\u91cd\u91c7\u6837，\u800c\u4e0d\u662f\u5206\u522b\u5bf9\u4e24\u6863\u91cd\u91c7\u6837\u518d\u76f8\u51cf\u3002\u524d\u8005\u6d88\u6389\u4e86\u300c\u8fd9\u7bc7\u6587\u6863\u672c\u6765\u5c31\u96be\u300d\u8fd9\u4e2a\u5171\u540c\u56e0\u7d20，\u533a\u95f4\u4f1a\u7a84\u5f88\u591a\u3002\u4e24\u6863\u5fc5\u987b\u8dd1\u540c\u4e00\u6279\u6587\u6863，\u7bc7\u6570\u4e0d\u7b49\u65f6\u76f4\u63a5\u65ad\u8a00\u5931\u8d25\u3002<\/li>\n
          • seed=7：\u56fa\u5b9a\u79cd\u5b50\u662f\u4e3a\u4e86\u8ba9\u7ed3\u8bba\u53ef\u590d\u73b0\u3002\u6539\u79cd\u5b50\u4f1a\u8ba9\u533a\u95f4\u6296\u52a8\u96f6\u70b9\u51e0\u4e2a pp，\u4f46\u8de8\u4e0d\u8de8 0 \u8fd9\u4e2a\u5224\u5b9a\u901a\u5e38\u4e0d\u53d8\u2014\u2014\u5982\u679c\u53d8\u4e86，\u8bf4\u660e\u6837\u672c\u91cf\u4e0d\u591f，\u522b\u6025\u7740\u4e0b\u7ed3\u8bba\u3002<\/li>\n
          • verdict \u7684\u4e09\u5206\u652f：\u4e0b\u754c >2pp \u624d\u5224\u300c\u6362\u300d；\u4e0a\u754c <0 \u5224\u300c\u4e0d\u6362\u300d（\u65b0\u6863\u66f4\u5dee）；\u5176\u4f59\u662f\u300c\u4e0d\u53ef\u533a\u5206\u300d\u30022pp \u8fd9\u6761\u7ebf\u6765\u81ea 20 \u7bc7\u7684\u7f6e\u4fe1\u534a\u5bbd \u00b13.5pp [\u7b97] \u4e0e\u300c\u4e0b\u6e38\u6536\u76ca\u8981\u76d6\u5f97\u4f4f\u6210\u672c\u589e\u91cf\u300d\u4e24\u4e2a\u7ea6\u675f，\u4e0d\u662f\u7edf\u8ba1\u663e\u8457\u6027\u9608\u503c\u3002<\/li>\n
          • \u5df2\u77e5\u504f\u5dee\u4e24\u6761：\u2460 bootstrap \u5047\u8bbe\u5206\u7bc7\u72ec\u7acb，\u540c\u6e90\u6587\u6863（\u540c\u4e00\u4efd runbook \u7684\u591a\u4e2a\u7248\u672c）\u4f1a\u8ba9\u533a\u95f4\u504f\u7a84；\u2461 20 \u7bc7\u7684\u6837\u672c\u91cf\u4e0b，<2pp \u7684\u771f\u5b9e\u5dee\u503c\u57fa\u672c\u68c0\u4e0d\u51fa\u6765，\u9700\u8981\u68c0\u51fa\u6765\u5c31\u5f97\u6309\u7b2c\u56db\u8282\u90a3\u4e2a\u7b97\u6cd5\u628a\u6837\u672c\u52a0\u5230 63 \u7bc7\u3002<\/li>\n<\/ul>\n

            \u9884\u671f\u8f93\u51fa：<\/p>\n

            {"point_pp": 1.00, "ci95_pp": [-2.40, 4.60], "verdict": "\u4e0d\u53ef\u533a\u5206"}<\/p>\n

            \u70b9\u4f30\u8ba1 +1.0pp，\u533a\u95f4\u8de8 0 \u2192 \u5224\u4e0d\u53ef\u533a\u5206 \u2192 \u9009\u4fbf\u5b9c\u7684 B\u3002\u8fd9\u5c31\u662f\u7b2c\u56db\u8282\u90a3\u53e5\u300c\u4e09\u6863\u4e0b\u6e38\u5dee\u503c\u5c0f\u4e8e 2pp \u5c31\u9009\u4fbf\u5b9c\u7684\u90a3\u6863\u300d\u7684\u6765\u5904：\u4e0d\u662f\u62cd\u7684，\u662f\u91cd\u91c7\u6837\u7b97\u51fa\u6765\u7684\u3002<\/p>\n

            \u6362\u6863\u4e4b\u540e\u8fd8\u6709\u4e00\u4ef6\u4e8b：\u4ec0\u4e48\u65f6\u5019\u91cd\u89e3\u6790\u3002\u5168\u91cf\u91cd\u89e3\u6790 6,000 \u9875\u8981 30 \u5206\u949f\u5230 5 \u5c0f\u65f6（\u7b2c\u4e94\u8282\u90a3\u5f20\u8868），\u6bcf\u6b21\u89e3\u6790\u5668\u5347\u7ea7\u90fd\u8dd1\u4e00\u904d\u4e0d\u73b0\u5b9e\u3002\u89e6\u53d1\u6761\u4ef6\u7528\u53cc\u952e (doc_hash, parser_version) \u5224：<\/p>\n\n\u53d8\u66f4\u7c7b\u578b\u5224\u5b9a\u952e\u91cd\u89e3\u6790\u8303\u56f46,000 \u9875\u4e0b\u7684\u9884\u671f\u5360\u6bd4 \u26a0\ufe0f \u7ecf\u9a8c\u503c<\/tr>\n\n\n\n\n\n
            \u6587\u6863\u5185\u5bb9\u66f4\u65b0<\/td>\ndoc_hash \u53d8\u3001parser_version \u4e0d\u53d8<\/td>\n\u53ea\u91cd\u8dd1\u53d8\u4e86\u7684\u6587\u6863<\/td>\n\u6bcf\u5468 0.5%\u20132%<\/td>\n<\/tr>\n
            \u89e3\u6790\u5668\u7248\u672c\u5347\u7ea7<\/td>\nparser_version \u53d8<\/td>\n\u5168\u91cf\u91cd\u8dd1<\/td>\n100%<\/td>\n<\/tr>\n
            \u89e3\u6790\u5668\u914d\u7f6e\u8c03\u6574（\u9608\u503c\/\u5206\u680f\u5f00\u5173）<\/td>\nparser_version \u52a0\u540e\u7f00<\/td>\n\u5168\u91cf\u91cd\u8dd1，\u53ef\u8d70\u79bb\u7ebf\u961f\u5217<\/td>\n100%<\/td>\n<\/tr>\n
            \u53ea\u5bf9\u96be\u4f8b\u5347\u6863（\u7ed3\u6784\u4fdd\u6301\u7387 <0.5 \u7684\u9875）<\/td>\n\u6309\u9875\u6253\u6807<\/td>\n\u53ea\u91cd\u8dd1\u88ab\u6807\u9875<\/td>\n3%\u20138%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u6700\u540e\u4e00\u884c\u7684\u300c\u53ea\u5bf9\u96be\u4f8b\u5347\u6863\u300d\u662f\u8fd9\u4e09\u5f20\u8868\u91cc\u6700\u7701\u94b1\u7684\u4e00\u62db：\u5168\u91cf\u5347 C \u8981\u4ed8 48 \u500d\u6210\u672c，\u53ea\u7ed9\u7ed3\u6784\u4fdd\u6301\u7387 <0.5 \u7684\u90a3 3%\u20138% \u7684\u9875\u5347 C，\u589e\u91cf\u6210\u672c\u53ea\u6709\u5168\u91cf\u7684 1.5\u20134 \u500d [\u7b97]，\u800c\u7ed3\u6784\u4fdd\u6301\u7387\u7684\u62ac\u5347\u51e0\u4e4e\u5168\u90e8\u6765\u81ea\u8fd9\u6279\u9875\u3002\u5224\u5b9a\u952e\u8981\u5199\u8fdb\u7d22\u5f15\u5143\u6570\u636e，\u300c[09-\u68c0\u7d22\u7ba1\u9053\u95e8\u7981 \u8fd8\u5728\u5199]\u300d \u7684\u56de\u6eda\u7b2c\u4e00\u6b65\u9760\u5b83\u3002<\/p>\n

            \n

            \u516b\u3001\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u4e0a VLM \u548c OCR？<\/h3>\n\n\u60c5\u5f62\u4e3a\u4ec0\u4e48\u4e0d\u8be5\u8be5\u505a\u4ec0\u4e48<\/tr>\n\n\n\n\n
            PDF \u6709\u6587\u672c\u5c42\u4e14\u5b57\u7b26\u6570\u6b63\u5e38<\/td>\nOCR \u4f1a\u628a\u5df2\u6b63\u786e\u7684\u5b57\u7b26\u91cd\u8bc6\u522b\u4e00\u904d，\u5b57\u6bb5\u53ec\u56de\u7387\u4e0d\u5347\u53cd\u964d<\/td>\n\u5148\u8dd1\u7a7a\u9875\u7387\u68c0\u6d4b，\u53ea\u5bf9\u7a7a\u9875 OCR<\/td>\n<\/tr>\n
            \u6587\u6863\u4ee5\u7eaf\u6b63\u6587\u4e3a\u4e3b，\u8868\u683c\u5bc6\u5ea6 <5%<\/td>\n\u6863 B \u7684\u7ed3\u6784\u589e\u76ca\u7528\u4e0d\u4e0a，\u6863 C \u66f4\u7528\u4e0d\u4e0a<\/td>\n\u6863 A + \u62bd\u68c0，\u7701\u4e0b\u7684\u9884\u7b97\u653e\u5230 \u300c[03-\u5207\u5206-\u8bed\u4e49\u5b8c\u6574\u4e0e\u68c0\u7d22\u7cbe\u5ea6 \u8fd8\u5728\u5199]\u300d<\/td>\n<\/tr>\n
            \u6587\u6863\u91cf >10 \u4e07\u9875，\u6216\u7248\u5f0f\u4ecd\u5728\u9891\u7e41\u53d8\u66f4<\/td>\n\u5168\u91cf C \u7684\u6210\u672c\u4f1a\u6324\u6389\u522b\u7684\u73af\u8282，\u57fa\u7ebf\u672a\u7a33\u65f6\u5347\u6863\u6536\u4e0d\u56de<\/td>\n\u6863 B \u5168\u91cf + \u6863 C \u53ea\u8dd1\u7ed3\u6784\u4fdd\u6301\u7387 <0.5 \u7684\u9875<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u4e00\u7ec4\u5bf9\u7167：<\/p>\n

            \u274c \u300c\u6574\u5e93 12,000 \u6761\u90fd\u4e0a VLM，\u4e00\u6b65\u5230\u4f4d\u300d \u2014\u2014 \u5168\u91cf\u6210\u672c\u6362\u6765\u7684\u589e\u91cf\u96c6\u4e2d\u5728\u4e0d\u5230 10% \u7684\u9875\u9762
            \n\u2705 \u300c\u6863 B \u5168\u91cf，\u7ed3\u6784\u4fdd\u6301\u7387 <0.5 \u7684\u9875\u91cd\u8dd1\u6863 C\u300d \u2014\u2014 \u628a\u94b1\u82b1\u5728\u786e\u5b9e\u96be\u7684\u90a3\u4e9b\u9875\u4e0a<\/p>\n

            \u8fd8\u6709\u4e00\u79cd\u60c5\u5f62\u5bb9\u6613\u88ab\u5ffd\u7565：\u95ee\u9898\u53ea\u95ee\u300c\u8fd9\u6bb5\u8bdd\u5728\u4e0d\u5728\u300d，\u4e0d\u8981\u6c42\u7cbe\u786e\u53d6\u503c\u3002\u8fd9\u65f6\u7ed3\u6784\u4e0d\u662f\u74f6\u9888，\u53ec\u56de\u624d\u662f，\u5347\u6863\u7684\u94b1\u4e0d\u5982\u653e\u5230\u300c [05-\u6df7\u5408\u68c0\u7d22\u4e0e\u91cd\u6392 – \u8fd9\u4e2a\u4e5f\u8fd8\u5728\u5199] \u300d\u4e0a\u3002<\/p>\n

            \u300c\u5148\u91cf\u518d\u9009\u300d\u4e5f\u6709\u4e0d\u5212\u7b97\u7684\u65f6\u5019：\u6587\u6863\u603b\u91cf <50 \u7bc7\u4e14\u7248\u5f0f\u5355\u4e00，\u76f4\u63a5\u9009 B \u8dd1\u5b8c\u770b\u4e00\u773c\u8f93\u51fa\u5373\u53ef，\u5efa gold \u6807\u6ce8\u7684\u6210\u672c\u6bd4\u5347\u6863\u7701\u4e0b\u7684\u94b1\u8fd8\u591a\u3002<\/p>\n

            \n

            \u4e5d\u3001\u5c0f\u7ed3<\/h3>\n

            \u5168\u7bc7\u603b\u7ed3：\u89e3\u6790\u8d28\u91cf\u7684\u5ea6\u91cf\u5bf9\u8c61\u4e0d\u662f\u300c\u5b57\u5bf9\u4e0d\u5bf9\u300d，\u662f\u300c\u7ed3\u6784\u5728\u4e0d\u5728\u300d\u3002 \u5b57\u9519\u4e86\u6709\u544a\u8b66，\u7ed3\u6784\u6ca1\u4e86\u6ca1\u6709\u544a\u8b66，\u53ea\u5728\u53ec\u56de\u6392\u5e8f\u91cc\u5b89\u9759\u5730\u6263\u6389\u51e0\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n

            \u56db\u6761\u5224\u636e：<\/p>\n

          • \u4e94\u73af\u5404\u88c5\u4e00\u4e2a\u68c0\u6d4b\u70b9（\u7a7a\u9875\u7387 \/ \u6807\u9898\u5c42\u7ea7 \/ \u884c\u5217\u5bf9\u9f50 \/ \u8de8\u9875\u7eed\u63a5 \/ \u9875\u7801\u8def\u5f84），\u7f3a\u54ea\u4e00\u73af\u7684\u68c0\u6d4b，\u54ea\u4e00\u73af\u7684\u635f\u5931\u5c31\u770b\u4e0d\u89c1\u3002<\/li>\n
          • \u56db\u628a\u5c3a\u5b50\u91cc，\u7ed3\u6784\u4fdd\u6301\u7387\u4e0e\u4e0b\u6e38\u51c6\u786e\u7387\u7684\u76f8\u5173\u6027\u6700\u5f3a，\u5b57\u6bb5\u53ec\u56de\u7387\u6b21\u4e4b，\u5355\u4f4d\u6210\u672c\u662f\u7ea6\u675f\u800c\u975e\u76ee\u6807\u3002<\/li>\n
          • \u9009\u578b\u6309\u300c\u5148\u91cf\u518d\u9009\u300d：20 \u7bc7\u81ea\u5df1\u7684\u6587\u6863\u8dd1\u51fa\u56db\u628a\u5c3a\u5b50\u518d\u5b9a\u6863，\u522b\u6309\u6587\u6863\u7c7b\u578b\u731c；\u6362\u6863\u524d\u518d\u8865\u4e00\u6b21\u6210\u5bf9 bootstrap，\u533a\u95f4\u8de8 0 \u5c31\u522b\u6362\u3002<\/li>\n
          • \u5951\u7ea6\u6821\u9a8c\u4e0e\u56db\u628a\u5c3a\u5b50\u5206\u5f00\u8dd1：\u62d2\u6536\u7387\u770b\u4e0d\u51fa\u89e3\u6790\u5668\u597d\u574f，section \/ source_uri \/ rows \u7684\u8fdd\u7ea6\u5206\u5e03\u624d\u770b\u5f97\u51fa\u3002<\/li>\n
          • <\/li>\n

            \u4e00\u4e2a\u5341\u5206\u949f\u80fd\u505a\u5b8c\u7684\u6478\u5e95：\u4ece\u77e5\u8bc6\u5e93\u91cc\u6311\u4e00\u4efd\u6709\u8868\u683c\u7684\u6587\u6863，\u7528\u73b0\u5728\u7684\u89e3\u6790\u5668\u8dd1\u4e00\u904d，\u6570\u4e24\u4ef6\u4e8b\u2014\u2014\u8f93\u51fa\u91cc rows \u975e\u7a7a\u7684\u5757\u6709\u51e0\u4e2a，section \u975e\u7a7a\u7684\u5757\u5360\u6bd4\u662f\u591a\u5c11\u3002\u524d\u8005\u662f 0，\u8bf4\u660e\u538b\u6839\u6ca1\u505a\u8868\u683c\u8fd8\u539f，\u540e\u9762\u6240\u6709\u8c03\u53c2\u90fd\u662f\u5728\u6ca1\u6709\u7ed3\u6784\u7684\u6587\u672c\u4e0a\u505a；\u540e\u8005\u4f4e\u4e8e 90%，\u300c[06-\u5f15\u7528\u4e0e\u53ef\u6eaf\u6e90 \u8fd8\u5728\u5199]\u300d \u7684\u5f15\u7528\u5b9a\u4f4d\u8fdf\u65e9\u8981\u8fd4\u5de5，\u8fd4\u5de5\u5bf9\u8c61\u662f\u6574\u6761\u7d22\u5f15\u3002\u8fd9\u4e24\u4e2a\u6570\u4e5f\u51b3\u5b9a\u4e86\u4f60\u8981\u4e0d\u8981\u7ee7\u7eed\u8bfb \u300c02B-\u6587\u6863\u89e3\u6790\u4e0b-\u8868\u683c\u8de8\u9875\u4e0e\u622a\u65ad\u300d，\u4ee5\u53ca\u8bfb\u5b8c\u4e4b\u540e\u8be5\u5347\u6863\u8fd8\u662f\u8be5\u5148\u628a\u5951\u7ea6\u8865\u9f50\u3002<\/p>\n

            \u4e0b\u4e00\u7bc7：\u300c02B-\u6587\u6863\u89e3\u6790\u4e0b-\u8868\u683c\u8de8\u9875\u4e0e\u622a\u65ad\u300d，\u89e3\u51b3\u300c\u8868\u683c\u88ab\u62c9\u5e73\u3001\u6bb5\u843d\u88ab\u5207\u65ad\u300d\u8fd9\u4e00\u7c7b\u2014\u2014\u4e94\u6761\u65ad\u88c2\u68c0\u6d4b\u89c4\u5219\u91cc，\u7b2c\u4e00\u6761\u5c31\u80fd\u628a\u672c\u6587 cross_block 0.742 \u8fd9\u4e2a\u6570\u62ac\u4e0a\u53bb\u3002<\/p>\n

            \n

            \u53c2\u8003<\/h4>\n
              \n
            • pdfplumber（\u6863 A \u6837\u4f8b\u5b9e\u73b0，\u652f\u6491\u300c\u6709\u6587\u672c\u5c42\u4e0d\u5fc5 OCR\u300d）<\/li>\n
            • PyMuPDF（\u89e3\u7801\u73af\u8282\u7684\u6587\u672c\u5c42\u53d6\u7528，\u652f\u6491\u7a7a\u9875\u7387\u68c0\u6d4b\u70b9）<\/li>\n
            • Unstructured \u00b7 Marker \u00b7 MinerU<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

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