{"id":3225,"date":"2026-10-14T11:26:03","date_gmt":"2026-10-14T03:26:03","guid":{"rendered":"https:\/\/maxaeo.cn\/blog\/ner-recall-optimization\/"},"modified":"2026-10-14T11:26:03","modified_gmt":"2026-10-14T03:26:03","slug":"ner-recall-optimization","status":"publish","type":"post","link":"https:\/\/maxaeo.cn\/blog\/ner-recall-optimization\/","title":{"rendered":"\u5927\u6a21\u578bNER\u4e13\u6709\u540d\u8bcd\u53ec\u56de\u7387\u4f18\u5316\uff1a\u51b7\u95e8\u4ea7\u54c1\u540d\u4e0e\u7f29\u5199\u7684\u8bc6\u522b\u65b9\u6cd5"},"content":{"rendered":"<p><em>\u4f5c\u8005\uff1amaxaeo.cn\uff5c\u53d1\u5e03\u65e5\u671f\uff1a2026-10-14\uff5c\u66f4\u65b0\u65e5\u671f\uff1a2026-10-14<\/em><\/p>\n<p>\u5927\u6a21\u578bNER\u4e13\u6709\u540d\u8bcd\u53ec\u56de\u7387\u4f18\u5316\uff0c\u9996\u5148\u8981\u5224\u65ad\u4ea7\u54c1\u540d\u5728\u54ea\u91cc\u4e22\u5931\uff1a\u6587\u672c\u6ca1\u6709\u88ab\u68c0\u7d22\u5230\u3001\u540d\u79f0\u8fb9\u754c\u88ab\u62c6\u9519\uff0c\u8fd8\u662f\u7f29\u5199\u94fe\u63a5\u5230\u4e86\u522b\u7684\u5b9e\u4f53\u3002<strong>\u8bc6\u522b\u51c6\u786e\u3001\u5f52\u5c5e\u6b63\u786e\u4e0e\u641c\u7d22\u63a8\u8350\uff0c\u662f\u4e09\u4e2a\u4e0d\u540c\u7684\u9a8c\u6536\u76ee\u6807\u3002<\/strong><\/p>\n<h2>\u4ec0\u4e48\u662f\u5b9e\u4f53\u53ec\u56de\u7387\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u7b49\u4e8e\u54c1\u724c\u63d0\u53ca\u7387\uff1f<\/h2>\n<p>\u5b9e\u4f53\u53ec\u56de\u7387\u662f\u6807\u6ce8\u6587\u672c\u4e2d\u5e94\u8bc6\u522b\u7684\u5b9e\u4f53\uff0c\u6709\u591a\u5c11\u88ab\u6b63\u786e\u62bd\u53d6\uff1b\u54c1\u724c\u63d0\u53ca\u7387\u5219\u662f\u6307\u5b9a\u95ee\u9898\u4e0b\uff0c\u56de\u7b54\u4e2d\u51fa\u73b0\u54c1\u724c\u7684\u6bd4\u4f8b\uff0c\u4e0d\u80fd\u4e92\u76f8\u66ff\u4ee3\u3002<\/p>\n<p>\u62bd\u53d6\u4efb\u52a1\u5e94\u540c\u65f6\u68c0\u67e5\u540d\u79f0\u8fb9\u754c\u548c\u5b9e\u4f53\u7c7b\u578b\u3002\u4f8b\u5982\uff0c\u201c\u6f84\u5e8f\u6d41\u7a0b\u5f15\u64ce\u201d\u88ab\u62bd\u6210\u201c\u6f84\u5e8f\u201d\uff0c\u4e0d\u80fd\u6309\u5b8c\u6574\u4ea7\u54c1\u540d\u8bc6\u522b\u6210\u529f\u8ba1\u5206\u3002\u4e25\u683c\u5339\u914d\u53e3\u5f84\u53ef\u53c2\u8003<a href=\"https:\/\/arxiv.org\/abs\/2210.12662\">\u4e2d\u6587\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u641c\u7d22\u589e\u5f3a\u7814\u7a76<\/a>\u3002(<a href=\"https:\/\/arxiv.org\/abs\/2210.12662\">arxiv.org<\/a>)<\/p>\n<p>\u516c\u5f00\u95ee\u7b54\u53ea\u80fd\u89c2\u5bdf\u56de\u7b54\u4e0e\u5f15\u7528\uff0c\u4e0d\u80fd\u636e\u6b64\u65ad\u8a00\u5e73\u53f0\u5185\u90e8\u91c7\u7528\u4e86\u54ea\u79cd\u5b9e\u4f53\u62bd\u53d6\u6a21\u578b\u3002\u672c\u6587\u56e0\u6b64\u91c7\u7528\u4e24\u5957\u6d4b\u8bd5\uff1a<strong>\u7ed9\u5b9a\u6587\u672c\u6d4b\u62bd\u53d6\uff0c\u4e0d\u7ed9\u6587\u672c\u6d4b\u641c\u7d22\u8868\u73b0\u3002<\/strong><\/p>\n<figure class=\"wp-block-image size-large\" style=\"margin:1.5em 0;\"><img decoding=\"async\" src=\"https:\/\/maxaeo.cn\/blog\/wp-content\/uploads\/2026\/10\/backend-6482-1.jpg\" alt=\"\u5927\u6a21\u578bNER\u4e13\u6709\u540d\u8bcd\u53ec\u56de\u7387\u4f18\u5316\u7684\u68c0\u7d22\u3001\u62bd\u53d6\u3001\u5b9e\u4f53\u94fe\u63a5\u4e0e\u56de\u7b54\u5206\u5c42\u8bca\u65ad\u56fe\" style=\"max-width:100%;height:auto;\"><\/figure>\n<h2>\u5982\u4f55\u5224\u65ad\u6f0f\u8bc6\u522b\u53d1\u751f\u5728\u54ea\u4e00\u5c42\uff1f<\/h2>\n<p>\u5148\u56fa\u5b9a\u8bc1\u636e\uff0c\u518d\u9010\u5c42\u6392\u67e5\uff1b\u4e0d\u8981\u7528\u4e00\u6b21\u672a\u63a8\u8350\uff0c\u76f4\u63a5\u63a8\u5bfc\u201c\u6a21\u578b\u4e0d\u8ba4\u8bc6\u54c1\u724c\u201d\u3002\u4e0b\u8868\u662f\u672c\u6587\u63d0\u51fa\u7684\u6392\u67e5\u6846\u67b6\uff0c\u4e0d\u662f\u5e73\u53f0\u5185\u90e8\u673a\u5236\u8bf4\u660e\u3002<\/p>\n<div style=\"overflow-x:auto;\">\n<table style=\"width:100%;border-collapse:collapse;margin:1.5em 0;font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"border:1px solid #e3e6ea;padding:8px 12px;background:#f6f8fa;text-align:left;font-weight:600;\">\u6d4b\u8bd5\u65b9\u5f0f<\/th>\n<th style=\"border:1px solid #e3e6ea;padding:8px 12px;background:#f6f8fa;text-align:left;font-weight:600;\">\u89c2\u5bdf\u7ed3\u679c<\/th>\n<th style=\"border:1px solid #e3e6ea;padding:8px 12px;background:#f6f8fa;text-align:left;font-weight:600;\">\u4f18\u5148\u68c0\u67e5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u63d0\u4f9b\u5b9a\u4e49\u6bb5\uff0c\u8981\u6c42\u62bd\u53d6\u5b9e\u4f53<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u540d\u79f0\u88ab\u622a\u65ad\u6216\u6f0f\u6389<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u8fb9\u754c\u3001\u7c7b\u578b\u4e0e\u62bd\u53d6\u6307\u4ee4<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u63d0\u4f9b\u5b9a\u4e49\u6bb5\uff0c\u8be2\u95ee\u7f29\u5199\u5f52\u5c5e<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u6307\u5411\u53e6\u4e00\u5bb6\u516c\u53f8<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u522b\u540d\u6620\u5c04\u4e0e\u6d88\u6b67\u8bc1\u636e<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u4e0d\u63d0\u4f9b\u6587\u672c\uff0c\u8be2\u95ee\u4ea7\u54c1\u662f\u4ec0\u4e48<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u627e\u4e0d\u5230\u6709\u6548\u6765\u6e90<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u9875\u9762\u53ef\u8bbf\u95ee\u6027\u4e0e\u68c0\u7d22\u8986\u76d6<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u4e0d\u63d0\u4f9b\u6587\u672c\uff0c\u8be2\u95ee\u9009\u578b\u63a8\u8350<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u77e5\u9053\u4ea7\u54c1\u4f46\u672a\u63a8\u8350<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u573a\u666f\u9002\u914d\u4e0e\u6bd4\u8f83\u4f9d\u636e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u5b9e\u4f53\u5f52\u5c5e\u53ef\u7ee7\u7eed\u6309<a href=\"https:\/\/maxaeo.cn\/blog\/enterprise-entity-linking\/\">\u5916\u90e8\u56fe\u8c31\u4e0e\u79c1\u6709\u77e5\u8bc6\u5e93\u5bf9\u9f50\u65b9\u6cd5<\/a>\u6392\u67e5\u3002\u5404\u5c42\u72ec\u7acb\u8bb0\u5f55\uff0c\u624d\u4e0d\u4f1a\u628a\u5185\u5bb9\u95ee\u9898\u8bef\u5224\u6210\u6a21\u578b\u95ee\u9898\u3002<\/p>\n<h2>\u51b7\u95e8\u4ea7\u54c1\u540d\u5e94\u8be5\u600e\u6837\u5efa\u7acb\u540d\u79f0\u6ce8\u518c\u8868\uff1f<\/h2>\n<p>\u540d\u79f0\u6ce8\u518c\u8868\u662f\u5168\u79f0\u3001\u522b\u540d\u3001\u7c7b\u522b\u3001\u5f52\u5c5e\u4e0e\u8bc1\u636e\u7684\u7edf\u4e00\u8bb0\u5f55\u3002\u5efa\u8bae\u5148\u5efa\u7acb\u53ef\u7ef4\u62a4\u7684\u5b9e\u4f53\u6863\u6848\uff0c\u518d\u540c\u6b65\u5b98\u7f51\u3001\u6587\u6863\u4e0e\u77e5\u8bc6\u5e93\uff0c\u800c\u4e0d\u662f\u5230\u5904\u91cd\u590d\u540d\u79f0\u3002<\/p>\n<p>\u4ee5\u4e0b\u4e3a<strong>\u865a\u6784\u793a\u4f8b\uff0c\u4e0d\u4ee3\u8868\u771f\u5b9e\u4ea7\u54c1<\/strong>\uff1a<\/p>\n<div style=\"overflow-x:auto;\">\n<table style=\"width:100%;border-collapse:collapse;margin:1.5em 0;font-size:0.95em;\">\n<thead>\n<tr>\n<th style=\"border:1px solid #e3e6ea;padding:8px 12px;background:#f6f8fa;text-align:left;font-weight:600;\">\u5b57\u6bb5<\/th>\n<th style=\"border:1px solid #e3e6ea;padding:8px 12px;background:#f6f8fa;text-align:left;font-weight:600;\">\u793a\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u89c4\u8303\u540d\u79f0<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u6f84\u5e8f\u6d41\u7a0b\u5f15\u64ce<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u6279\u51c6\u522b\u540d<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u6f84\u5e8f\u5f15\u64ce<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u7f29\u5199<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">CX\uff0c\u4ec5\u5728\u4f01\u4e1a\u6d41\u7a0b\u8bed\u5883\u4e2d\u4f7f\u7528<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u5b9e\u4f53\u7c7b\u578b<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u4f01\u4e1a\u6d41\u7a0b\u7f16\u6392\u8f6f\u4ef6<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u6240\u5c5e\u4e3b\u4f53<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u6f84\u5e8f\u8f6f\u4ef6<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u5b9a\u4e49\u8bc1\u636e<\/td>\n<td style=\"border:1px solid #e3e6ea;padding:8px 12px;vertical-align:top;\">\u5b98\u65b9\u4ea7\u54c1\u5b9a\u4e49\u9875<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u9996\u6b21\u51fa\u73b0\u65f6\u5199\u5168\u79f0\u3001\u7c7b\u522b\u548c\u5f52\u5c5e\uff1b\u540e\u7eed\u4f7f\u7528\u6279\u51c6\u522b\u540d\u3002\u65e7\u540d\u79f0\u5e94\u6807\u6ce8\u8fc1\u79fb\u5173\u7cfb\uff0c\u4e0d\u9759\u9ed8\u66ff\u6362\u3002\u547d\u540d\u8fb9\u754c\u53ef\u53c2\u7167<a href=\"https:\/\/maxaeo.cn\/blog\/saas-term-recognition\/\">SaaS\u81ea\u9020\u8bcd\u7684\u5b9a\u4e49\u4e0e\u5f52\u5c5e\u89c4\u8303<\/a>\u3002<\/p>\n<h2>\u5982\u4f55\u7528\u4e0a\u4e0b\u6587\u548c\u8d1f\u6837\u672c\u964d\u4f4e\u7f29\u5199\u8bef\u8ba4\uff1f<\/h2>\n<p>\u7f29\u5199\u5e94\u7ed1\u5b9a\u9886\u57df\u3001\u4e3b\u4f53\u548c\u7528\u9014\uff1b\u8bc1\u636e\u4e0d\u8db3\u65f6\u5141\u8bb8\u201c\u4e0d\u786e\u5b9a\u201d\uff0c\u6bd4\u5f3a\u884c\u8865\u5168\u66f4\u53ef\u9760\u3002\u8fd9\u662f\u672c\u6587\u5efa\u8bae\u7684\u6d88\u6b67\u89c4\u5219\uff0c\u800c\u975e\u901a\u7528\u6a21\u578b\u4fdd\u8bc1\u3002<\/p>\n<p>\u81ea\u5efa\u62bd\u53d6\u6d41\u7a0b\u53ef\u4ee5\u8fd9\u6837\u7ec4\u7ec7\uff1a<\/p>\n<ol>\n<li><strong>\u8865\u9f50\u5c40\u90e8\u5b9a\u4e49<\/strong>\uff1a\u201cCX\u5728\u672c\u9875\u6307\u6f84\u5e8f\u6d41\u7a0b\u5f15\u64ce\uff0c\u5c5e\u4e8e\u4f01\u4e1a\u6d41\u7a0b\u7f16\u6392\u8f6f\u4ef6\u3002\u201d<\/li>\n<li><strong>\u63d0\u4f9b\u6b63\u4f8b<\/strong>\uff1a\u5168\u79f0\u3001\u6279\u51c6\u522b\u540d\u3001\u5e26\u884c\u4e1a\u8bed\u5883\u7684\u7f29\u5199\u3002<\/li>\n<li><strong>\u52a0\u5165\u8d1f\u4f8b<\/strong>\uff1a\u540c\u7f29\u5199\u7684\u5176\u4ed6\u5b9e\u4f53\uff0c\u4ee5\u53ca\u628a\u4ea7\u54c1\u540d\u5f53\u666e\u901a\u77ed\u8bed\u7684\u53e5\u5b50\u3002<\/li>\n<li><strong>\u7ea6\u675f\u8f93\u51fa<\/strong>\uff1a\u8fd4\u56de\u539f\u6587\u540d\u79f0\u3001\u7c7b\u578b\u3001\u89c4\u8303\u5b9e\u4f53\u548c\u8bc1\u636e\u53e5\uff1b\u7981\u6b62\u65e0\u8bc1\u636e\u8865\u5168\u3002<\/li>\n<\/ol>\n<p>\u8d1f\u6837\u672c\u8bbe\u8ba1\u53ef\u5ef6\u4f38\u5230<a href=\"https:\/\/maxaeo.cn\/blog\/competitor-name-disambiguation\/\">\u540c\u540d\u5e72\u6270\u9879\u7684\u4e0a\u4e0b\u6587\u951a\u5b9a\u65b9\u6cd5<\/a>\u3002\u516c\u5f00\u5b98\u7f51\u5219\u5e94\u81ea\u7136\u89e3\u91ca\u540d\u79f0\uff0c\u4e0d\u5fc5\u5806\u653e\u6a21\u578b\u6307\u4ee4\u3002<\/p>\n<h2>\u8bcd\u5178\u3001\u68c0\u7d22\u589e\u5f3a\u4e0e\u5fae\u8c03\u5e94\u8be5\u5982\u4f55\u9009\u62e9\uff1f<\/h2>\n<p>\u5148\u7528\u4f4e\u6210\u672c\u3001\u53ef\u89e3\u91ca\u7684\u6539\u52a8\u5efa\u7acb\u57fa\u7ebf\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u8bad\u7ec3\u3002\u51b7\u95e8\u5b9e\u4f53\u7814\u7a76\u5c06\u6570\u636e\u7a00\u758f\u5217\u4e3a\u96be\u70b9\uff0c\u4f46\u4e0d\u80fd\u636e\u6b64\u63a8\u5bfc\u6240\u6709\u54c1\u724c\u90fd\u9700\u8981\u5fae\u8c03\u3002(<a 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href=\"https:\/\/arxiv.org\/abs\/2210.12662\">arxiv.org<\/a>)<\/p>\n<h2>\u5982\u4f55\u590d\u6d4b\uff0c\u907f\u514d\u201c\u53ec\u56de\u63d0\u9ad8\u4f46\u8bef\u8ba4\u66f4\u591a\u201d\uff1f<\/h2>\n<p>\u590d\u6d4b\u5fc5\u987b\u540c\u65f6\u7edf\u8ba1\u6f0f\u8bc6\u522b\u4e0e\u8bef\u8bc6\u522b\uff0c\u5e76\u9501\u5b9a\u6837\u672c\u3001\u6a21\u578b\u914d\u7f6e\u548c\u5224\u5b9a\u89c4\u5219\u3002\u5fae\u8f6f\u5b98\u65b9\u8bc4\u4f30\u6587\u6863\u4e5f\u5c06\u53ec\u56de\u7387\u3001\u7cbe\u786e\u7387\u4e0eF1\u5206\u6570\u5206\u522b\u8ba1\u7b97\u3002(<a href=\"https:\/\/learn.microsoft.com\/zh-cn\/azure\/ai-services\/language-service\/custom-named-entity-recognition\/concepts\/evaluation-metrics\">learn.microsoft.com<\/a>)<\/p>\n<p>\u5efa\u8bae\u5efa\u7acb\u56db\u7c7b\u6837\u672c\uff1a\u5168\u79f0\u3001\u6279\u51c6\u522b\u540d\u3001\u6b67\u4e49\u7f29\u5199\u3001\u975e\u76ee\u6807\u540c\u540d\u9879\uff1b\u8bad\u7ec3\u793a\u4f8b\u4e0e\u9a8c\u6536\u6587\u672c\u5206\u79bb\u3002\u4e0b\u5217\u662f<strong>\u6f14\u7b97\u793a\u4f8b\uff0c\u4e0d\u662f\u5b9e\u6d4b\u7ed3\u679c<\/strong>\uff1a\u6587\u672c\u542b40\u4e2a\u76ee\u6807\u5b9e\u4f53\uff0c\u6b63\u786e\u62bd\u53d630\u4e2a\u3001\u8bef\u62bd5\u4e2a\uff0c\u5219\u53ec\u56de\u7387\u4e3a75%\uff0c\u7cbe\u786e\u7387\u7ea685.7%\u3002<\/p>\n<p>\u82e5\u6539\u52a8\u540e\u6b63\u786e\u62bd\u53d636\u4e2a\uff0c\u5374\u8bef\u62bd12\u4e2a\uff0c\u53ec\u56de\u7387\u5347\u81f390%\uff0c\u7cbe\u786e\u7387\u53cd\u800c\u964d\u81f375%\u3002\u56e0\u6b64\u9a8c\u6536\u5e94\u5305\u542b\u4e24\u6761\u7ebf\uff1a<strong>\u76ee\u6807\u5b9e\u4f53\u53ec\u56de\u6539\u5584\uff0c\u975e\u76ee\u6807\u8bef\u8ba4\u4e0d\u6076\u5316<\/strong>\u3002\u6837\u672c\u7c7b\u522b\u7684\u5206\u5e03\u4e5f\u5e94\u4fdd\u6301\u53ef\u6bd4\u3002(<a 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href=\"https:\/\/developers.google.com\/search\/docs\/appearance\/ai-features\">developers.google.com<\/a>)<\/p>\n<h3>\u5982\u4f55\u76d1\u6d4b\u516c\u5f00\u641c\u7d22\u4e2d\u7684\u54c1\u724c\u53d8\u5316\uff1f<\/h3>\n<p>\u516c\u5f00\u641c\u7d22\u5e94\u8bb0\u5f55\u63d0\u53ca\u7387\u3001\u63a8\u8350\u4f4d\u6b21\u3001\u539f\u59cb\u56de\u7b54\u548c\u5f15\u7528\u6765\u6e90\uff0c\u800c\u975e\u58f0\u79f0\u6d4b\u5230\u4e86\u5e73\u53f0\u5185\u90e8NER\u53ec\u56de\u7387\u3002MaxAEO\u652f\u6301\u8fd9\u4e9b\u7ef4\u5ea6\u7684\u76d1\u6d4b\u4e0e\u56de\u6eaf\uff0c\u53ef\u4ece<a href=\"https:\/\/maxaeo.cn\/\">\u514d\u8d39\u54c1\u724c\u4f53\u68c0<\/a>\u5efa\u7acb\u57fa\u7ebf\u3002<\/p>\n<p><script 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