{"id":62672,"date":"2022-03-29T11:15:47","date_gmt":"2022-03-29T03:15:47","guid":{"rendered":"https:\/\/www.growthhk.cn\/?p=62672"},"modified":"2022-03-29T11:28:59","modified_gmt":"2022-03-29T03:28:59","slug":"%e6%9d%8e%e7%bf%94%ef%bc%9a%e7%be%8e%e5%9b%a2%e5%88%b0%e5%ba%97%e7%bb%bc%e5%90%88%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1%e7%9a%84%e6%9e%84%e5%bb%ba%e4%b8%8e%e5%ba%94%e7%94%a8%ef%bd%9cdatafuntalk","status":"publish","type":"post","link":"https:\/\/www.growthhk.cn\/quan\/62672.html","title":{"rendered":"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\uff5cDataFunTalk"},"content":{"rendered":"\n

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**02\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u65b9\u6848<\/strong>\u00a0<\/p>\n\n\n\n**
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**2. \u56fe\u8c31\u5404\u5c42\u6784\u5efa\u6d89\u53ca\u7684\u4e3b\u8981\u4efb\u52a1<\/strong>\u00a0<\/p>\n\n\n\n**
\u5728\u56fe\u8c31\u5404\u5c42\u7684\u6784\u5efa\u4e2d\u4e3b\u8981\u6d89\u53ca\u4e09\u4e2a\u65b9\u9762\u7684\u4efb\u52a1\uff1a \u2460 \u8282\u70b9\u6316\u6398\uff1a\u5305\u62ec\u9700\u6c42\u3001\u5bf9\u8c61\u3001\u5c5e\u6027\u7b49\u4e0d\u540c\u7c7b\u578b\u8282\u70b9\u7684\u6316\u6398\uff1b \u2461 \u8282\u70b9\u5173\u7cfb\u6784\u5efa\uff1a\u5305\u62ec\u540c\u4e49\u3001\u4e0a\u4e0b\u4f4d\u3001\u5c5e\u6027\u5173\u7cfb\u7b49\u591a\u79cd\u8282\u70b9\u5173\u7cfb\u7684\u6784\u5efa\uff1b \u2462 \u8282\u70b9\u548c\u4f9b\u7ed9\u5173\u8054\uff1a\u5305\u62ec\u8282\u70b9\u4e0e\u5546\u6237\u3001\u5546\u54c1\u548c\u5185\u5bb9\u7b49\u4e0d\u540c\u7c7b\u578b\u4f9b\u7ed9\u7684\u5173\u8054\u3002 <\/p>\n\n\n\n
**\u4e0b\u9762\u6211\u4eec\u5c06\u6309\u7167\u81ea\u5e95\u5411\u4e0a\u7684\u987a\u5e8f\u4ecb\u7ecd\u5404\u5c42\u7684\u5177\u4f53\u6784\u5efa\u65b9\u6848\u3002\u00a0<\/p>\n\n\n\n**
**\u884c\u4e1a\u4f53\u7cfb\u5c42\uff1a<\/strong><\/p>\n\n\n\n**
**\u00a0\u2460 \u7c7b\u76ee\u6811\u6784\u5efa\u548c\u5c5e\u6027\u6316\u6398<\/p>\n\n\n\n**
$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
\u7531\u4e8e\u884c\u4e1a\u4f53\u7cfb\u7684\u6784\u5efa\u5bf9\u4e13\u5bb6\u77e5\u8bc6\u7684\u8981\u6c42\u8f83\u9ad8\uff0c\u6211\u4eec\u76f4\u63a5\u6cbf\u7528\u4e86\u5df2\u6709\u7684\u884c\u4e1a\u7c7b\u76ee\u6811\uff0c\u518d\u901a\u8fc7\u4eba\u5de5\u5b9a\u4e49\u6765\u5b8c\u5584\u3002\u4e3a\u4e86\u5bf9\u4e0d\u540c\u884c\u4e1a\u6709\u66f4\u6df1\u7684\u7406\u89e3\uff0c\u6211\u4eec\u8fd8\u5b9a\u4e49\u4e86\u5305\u542b\u590d\u8d2d\u5468\u671f\u3001\u8ddd\u79bb\u504f\u597d\u5728\u5185\u7684\u591a\u4e2a\u7ef4\u5ea6\u7684\u7c7b\u76ee\u5c5e\u6027\uff0c\u5e76\u57fa\u4e8e\u4e1a\u52a1\u7b56\u7565\u5bf9\u5404\u4e2a\u884c\u4e1a\u8fdb\u884c\u591a\u7ef4\u5ea6\u7684\u63cf\u8ff0\u3002 \u2461 \u7c7b\u76ee\u8282\u70b9\u548c\u4f9b\u7ed9\u7684\u5173\u8054<\/p>\n\n\n\n
$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
\u5728\u884c\u4e1a\u4f53\u7cfb\u5c42\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u8fdb\u4e00\u6b65\u5efa\u7acb\u7c7b\u76ee\u548c\u4f9b\u7ed9\u4e4b\u95f4\u7684\u5173\u8054\u5173\u7cfb\u3002\u6211\u4eec\u5c06\u5176\u8f6c\u5316\u4e3a\u5206\u7c7b\u95ee\u9898\uff0c\u57fa\u4e8e\u4f9b\u7ed9\u7684\u5404\u79cd\u4fe1\u606f\uff0c\u6784\u5efa\u591a\u6e90\u5f02\u6784\u6570\u636e\u878d\u5408\u5224\u522b\u6a21\u578b\u6765\u8fdb\u884c\u7c7b\u76ee\u5206\u7c7b\u3002 \u4ee5\u5546\u6237\u4f9b\u7ed9\u4e3a\u4f8b\uff0c\u6211\u4eec\u5c06\u5546\u6237\u540d\u3001\u5546\u54c1\u540d\u3001\u5546\u54c1\u8be6\u60c5\u3001\u5546\u6237\u5185\u5bb9\uff08UGC\uff09\u3001\u5546\u6237\u753b\u50cf\u7b49\u591a\u6e90\u6570\u636e\u8fdb\u884c\u878d\u5408\u5224\u522b\u3002\u5176\u4e2d\uff1a<\/p>\n\n\n\n
\u5546\u6237\u540d\u3001\u5546\u54c1\u540d\u53ca\u5546\u54c1\u8be6\u60c5\uff1a\u5747\u4e3a\u6587\u672c\u6570\u636e\uff0c\u76f4\u63a5\u901a\u8fc7BERT\u63d0\u53d6\u6587\u672c\u8bed\u4e49\u7279\u5f81\u540e\u8f93\u51fa\uff1b<\/li>
\u5546\u6237UGC\uff1a\u7531\u4e8e\u6570\u91cf\u975e\u5e38\u591a\uff0c\u4e3a\u4e86\u5bf9\u5176\u4fe1\u606f\u8fdb\u884c\u6709\u6548\u5229\u7528\uff0c\u6211\u4eec\u9996\u5148\u901a\u8fc7Doc2Vec\u7684\u65b9\u5f0f\u8fdb\u884cEncode\u5f97\u5230UGC\u7684\u7279\u5f81\u540e\uff0c\u518d\u901a\u8fc7\u4e00\u4e2aSelf-Attention\u6a21\u5757\u8fdb\u884c\u7279\u5f81\u5904\u7406\u540e\u8f93\u51fa\uff1b<\/li>
\u5546\u6237\u753b\u50cf\u5219\u76f4\u63a5\u8f6c\u6210One-Hot\u7279\u5f81\u540e\uff0c\u901a\u8fc7\u5168\u8fde\u63a5\u5c42\u8fdb\u884c\u975e\u7ebf\u6027\u6620\u5c04\u540e\u8f93\u51fa\u3002<\/li><\/ul>\n\n\n\n
\u4e0a\u8ff0\u4e09\u79cd\u7279\u5f81\u76f8\u8fde\u63a5\u540e\u8fdb\u884c\u878d\u5408\uff0c\u5b9e\u73b0\u6700\u7ec8\u7684\u7c7b\u76ee\u5224\u522b\u3002\u57fa\u4e8e\u591a\u6e90\u6570\u636e\u7684\u878d\u5408\u5efa\u6a21\uff0c\u5546\u6237\u4fe1\u606f\u5f97\u5230\u4e86\u5145\u5206\u5229\u7528\uff0c\u5206\u7c7b\u51c6\u786e\u7387\u4e5f\u5f97\u5230\u4e86\u660e\u663e\u63d0\u5347\u3002 \u9700\u6c42\u5bf9\u8c61\u5c42\uff1a<\/strong> \u5728\u9700\u6c42\u5bf9\u8c61\u5c42\uff0c\u6211\u4eec\u5e0c\u671b\u80fd\u591f\u6316\u6398\u51fa\u9700\u6c42\u7684\u5bf9\u8c61\u548c\u5404\u79cd\u7ef4\u5ea6\u7684\u5c5e\u6027\u4f5c\u4e3a\u8be5\u5c42\u7684\u8282\u70b9\uff0c\u8fd9\u662f\u7528\u4e8e\u7ec4\u6210\u5177\u8c61\u9700\u6c42\u7684\u57fa\u7840\u3002\u5728\u6316\u6398\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5206\u4e3a\u4e86\u7c97\u7c92\u5ea6\u548c\u7ec6\u7c92\u5ea6\u4e24\u4e2a\u73af\u8282\u3002 \u5728\u7c97\u7c92\u5ea6\u6316\u6398\u4e2d\uff0c\u6211\u4eec\u5e0c\u671b\u83b7\u53d6\u5bf9\u8c61\u548c\u5c5e\u6027\u7ef4\u5ea6\u3002\u7531\u4e8e\u4e13\u4e1a\u77e5\u8bc6\u5dee\u5f02\u5f88\u5927\u3001\u884c\u4e1a\u77e5\u8bc6\u58c1\u5792\u8f83\u9ad8\uff0c\u4e3a\u4e86\u9ad8\u6548\u6316\u6398\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u5173\u952e\u8bcd\u62bd\u53d6->\u76f8\u5173\u8bcd\u805a\u7c7b->\u7ef4\u5ea6\u63d0\u70bc\u7684pipeline\uff0c\u901a\u8fc7\u7b97\u6cd5\u548c\u4eba\u5de5\u76f8\u7ed3\u5408\u7684\u65b9\u5f0f\u6765\u786e\u5b9a\u8be5\u5c42\u6700\u7ec8\u7684\u7ed3\u6784\u3002<\/p>\n\n\n\n
$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
\u63a5\u4e0b\u6765\u662f\u9488\u5bf9\u5404\u7ef4\u5ea6\u8fdb\u884c\u7ec6\u7c92\u5ea6\u7684\u8282\u70b9\u6316\u6398\u3002\u4e3a\u4e86\u786e\u4fdd\u5bf9\u8c61\u548c\u5c5e\u6027\u6316\u6398\u7684\u5168\u9762\u6027\uff0c\u6211\u4eec\u91c7\u7528\u591a\u6e90\u591a\u65b9\u6cd5\u7684\u65b9\u5f0f\u3002\u5728\u6570\u636e\u4e0a\uff0c\u6211\u4eec\u91c7\u7528\u7528\u6237\u641c\u7d22\u3001UGC\u7b49\u591a\u79cd\u6587\u672c\u4f5c\u4e3a\u6316\u6398\u8bed\u6599\u3002\u5728\u65b9\u6cd5\u4e0a\uff0c\u6211\u4eec\u91c7\u7528\u65e0\u76d1\u7763\u6269\u5145\u548c\u6709\u76d1\u7763\u6807\u6ce8\u76f8\u7ed3\u5408\u6765\u6316\u6398\u3002<\/p>\n\n\n\n
$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
\u5728\u65e0\u76d1\u7763\u6269\u5145\u4e2d\uff0c\u6211\u4eec\u5229\u7528\u8bcd\u5411\u91cf\u6a21\u578b\uff0c\u5bf9\u5404\u7ef4\u5ea6\u7684\u79cd\u5b50\u8bcd\u63d0\u53d6\u8bcd\u5411\u91cf\uff0c\u5e76\u7ed3\u5408\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff0c\u5feb\u901f\u6269\u5145\u76f8\u5173\u7684\u5bf9\u8c61\u548c\u5c5e\u6027\u3002\u5728\u6709\u76d1\u7763\u6807\u6ce8\u4e2d\uff0c\u6211\u4eec\u5219\u91c7\u7528\u57fa\u4e8eBERT+CRF\u7684\u5e8f\u5217\u6807\u6ce8\u6a21\u578b\uff0c\u5728\u8bed\u6599\u4e2d\u81ea\u52a8\u8bc6\u522b\u51fa\u65b0\u7684\u5bf9\u8c61\u548c\u5c5e\u6027\u3002 \u7531\u4e8e\u4eba\u5de5\u6807\u6ce8\u6837\u672c\u6570\u91cf\u5f80\u5f80\u5341\u5206\u7f3a\u4e4f\uff0c\u9762\u5bf9\u5c11\u6837\u672c\u7684\u60c5\u51b5\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u5229\u7528\u65e0\u76d1\u7763\u6269\u5145\u7684\u7ed3\u679c\u6709\u9488\u5bf9\u6027\u5730\u6784\u9020\u6709\u76d1\u7763\u6807\u6ce8\u73af\u8282\u7684\u8bad\u7ec3\u6837\u672c\u3002\u5b8c\u6210\u5bf9\u8c61\u548c\u5c5e\u6027\u8282\u70b9\u7684\u6316\u6398\u540e\uff0c\u6211\u4eec\u4f1a\u8fdb\u4e00\u6b65\u57fa\u4e8e\u7edf\u8ba1\u7279\u5f81\u7ed3\u5408BERT\u6765\u5b9e\u73b0\u8282\u70b9\u7684\u4e0a\u4e0b\u4f4d\u548c\u540c\u4e49\u5173\u7cfb\u7684\u6784\u5efa\u3002 \u5177\u8c61\u9700\u6c42\u5c42\uff1a<\/strong> \u2460 \u5177\u8c61\u9700\u6c42\u6316\u6398 \u5728\u5177\u8c61\u9700\u6c42\u5c42\u4e2d\uff0c\u9664\u4e86\u90e8\u5206\u9700\u6c42\u5bf9\u8c61\u53ef\u4ee5\u76f4\u63a5\u6210\u4e3a\u5177\u8c61\u9700\u6c42\u8282\u70b9\u5916\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u5728\u5bf9\u8c61\u548c\u5c5e\u6027\u7684\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u6316\u6398\u5177\u8c61\u9700\u6c42\u3002 \u9996\u5148\u6211\u4eec\u8fdb\u884c\u5177\u8c61\u9700\u6c42\u7684\u5019\u9009\u751f\u6210\u3002\u4e3a\u4e86\u751f\u6210\u7684\u5168\u9762\u6027\uff0c\u6211\u4eec\u901a\u8fc7\u57fa\u4e8ePattern\u548c\u57fa\u4e8e\u77ed\u8bed\u6316\u6398\u4e24\u79cd\u65b9\u5f0f\u4e92\u8865\u6765\u5b9e\u73b0\u3002\u4e00\u65b9\u9762\uff0c\u901a\u8fc7\u5c5e\u6027\u548c\u5bf9\u8c61\u7684Pattern\u7ec4\u5408\u76f4\u63a5\u751f\u6210\uff0c\u6bd4\u5982\u201c\u6237\u5916\u70e7\u70e4\u201d\u3001\u201c\u5403\u706b\u9505K\u6b4c\u201d\uff0c\u53e6\u4e00\u65b9\u9762\u901a\u8fc7\u4f9d\u5b58\u53e5\u6cd5\u6811\u7684\u53e5\u6cd5\u5173\u7cfb\u6a21\u677f\u6316\u6398\u548c\u57fa\u4e8e\u8fdc\u7a0b\u76d1\u7763\u7684AutoPhrase\u65b9\u6cd5\u8fdb\u884c\u77ed\u8bed\u6316\u6398\uff0c\u4ee5\u5bf9\u7ec4\u5408\u7ed3\u679c\u8fdb\u884c\u8865\u5145\u3002\u6700\u540e\u6240\u6709\u6316\u6398\u7684\u7ed3\u679c\u901a\u8fc7\u8bcd\u9891\u8fc7\u6ee4\u540e\u8fdb\u5165\u5019\u9009\u6c60\u3002<\/p>\n\n\n\n
$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
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$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
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\u200b<\/p>\n\n\n\n
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**\u573a\u666f\u9700\u6c42\u5c42\uff1a<\/strong><\/p>\n\n\n\n**
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\u200b<\/p>\n\n\n\n
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$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
\u7ecf\u8fc7\u4e00\u5e74\u591a\u7684\u53d1\u5c55\uff0c\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u5df2\u5b8c\u6210\u6574\u4f53\u7684\u7ed3\u6784\u8bbe\u8ba1\u548c\u6838\u5fc3\u6570\u636e\u7684\u5efa\u8bbe\uff0c\u8986\u76d6\u4e86\u5230\u5e97\u7efc\u5408\u4e1a\u52a1\u768460\u591a\u4e2a\u884c\u4e1a\uff0c\u5305\u542b\u4e8640\u591a\u4e07\u7684\u9700\u6c42\u8282\u70b9\u3001\u4e0a\u4ebf\u7684\u5173\u7cfb\u6570\u4ee5\u53ca\u4e0a\u767e\u79cd\u7684\u5173\u7cfb\u7c7b\u578b\uff0c\u6574\u4f53\u5173\u7cfb\u7684\u51c6\u53ec\u7387\u5747\u572890%\u4ee5\u4e0a\u3002 03\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u5e94\u7528\u5b9e\u8df5<\/strong>\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u5f53\u524d\u5df2\u5728\u5230\u5e97\u7efc\u5408\u4e1a\u52a1\u7684\u8bf8\u591a\u573a\u666f\u4e2d\u8fdb\u884c\u4e86\u5e94\u7528\uff0c\u53d6\u5f97\u4e86\u4e0d\u9519\u7684\u6548\u679c\uff0c\u63d0\u5347\u4e86\u7528\u6237\u4f53\u9a8c\uff0c\u4e0b\u9762\u6211\u4eec\u4ecb\u7ecd\u5177\u4f53\u5e94\u7528\u5b9e\u8df5\u3002 **1. \u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u5e94\u7528<\/strong><\/p>\n\n\n\n**
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$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
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$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
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$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
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$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
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$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
**04\u672a\u6765\u5c55\u671b<\/strong><\/p>\n\n\n\n**
$\"\u674e\u7fd4\uff1a\u7f8e\u56e2\u5230\u5e97\u7efc\u5408\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u4e0e\u5e94\u7528\"\/$ <\/figure>\n\n\n\n
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05\u95ee\u7b54\u73af\u8282<\/strong>\u00a0<\/h2>\n\n\n\n
Q\uff1a\u6a21\u677f\u62bd\u53d6\u7684\u90e8\u5206\uff0c\u4eba\u5de5\u5b9a\u4e49\u7684\u4e09\u5143\u7ec4\u6a21\u677f\u62bd\u53d6\u600e\u4e48\u8ddf\u7b97\u6cd5\u63d0\u53d6\u7ed3\u679c\u76f8\u7ed3\u5408\uff1f\u6574\u4f53\u7684\u6548\u679c\u600e\u4e48\u6837\uff1f<\/p>\n\n\n\n
A\uff1a\u8fd9\u4e00\u90e8\u5206\u8bf4\u7684\u5e94\u8be5\u662f\u9700\u6c42\u8282\u70b9\u548c\u5c5e\u6027\u4e4b\u95f4\u5173\u7cfb\u7684\u6784\u5efa\u3002\u901a\u8fc7\u4eba\u5de5\u5b9a\u4e49\u7684\u6a21\u677f\u62bd\u53d6\u7684\u4e09\u5143\u7ec4\u672c\u8eab\u8d28\u91cf\u8f83\u9ad8\uff0c\u53ef\u4ee5\u76f4\u63a5\u5165\u5e93\u3002\u8fd9\u90e8\u5206\u5173\u7cfb\u4e5f\u53ef\u4ee5\u4f5c\u4e3a\u540e\u7eed\u7b97\u6cd5\u5efa\u6a21\u7684\u6837\u672c\u8f93\u5165\uff0c\u6574\u4f53\u7ed3\u679c\u51c6\u786e\u7387\u572895%\u4ee5\u4e0a\u3002 <\/p>\n\n\n\n
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