{"id":9125,"date":"2024-01-22T17:24:01","date_gmt":"2024-01-22T09:24:01","guid":{"rendered":"\/?p=9125"},"modified":"2024-01-22T17:24:01","modified_gmt":"2024-01-22T09:24:01","slug":"nlp%e9%87%8c%e7%9a%84%e9%a2%84%e8%ae%ad%e7%bb%83","status":"publish","type":"post","link":"\/?p=9125","title":{"rendered":"NLP\u91cc\u7684\u9884\u8bad\u7ec3"},"content":{"rendered":"<h1>\u4e00. \u5b66\u4e60\u8d44\u6599<\/h1>\n<p><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/49271699\">\u4eceWord Embedding\u5230Bert\u6a21\u578b\u2014\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u9884\u8bad\u7ec3\u6280\u672f\u53d1\u5c55\u53f2<\/a><\/p>\n<p><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/56382372\">nlp\u4e2d\u7684\u8bcd\u5411\u91cf\u5bf9\u6bd4\uff1aword2vec\/glove\/fastText\/elmo\/GPT\/bert<\/a><\/p>\n<p><a href=\"https:\/\/blog.csdn.net\/u010089444\/article\/details\/52624964?ref=myread\">\u795e\u7ecf\u7f51\u7edc\u8bed\u8a00\u6a21\u578b<\/a><\/p>\n<h1>\u4e8c. NLP\u91cc\u7684\u9884\u8bad\u7ec3<\/h1>\n<p>\u9884\u8bad\u7ec3\u662f\u901a\u8fc7\u8bbe\u8ba1\u597d\u4e00\u4e2a\u7f51\u7edc\u7ed3\u6784\u6765\u505a\u8bed\u8a00\u6a21\u578b\u4efb\u52a1\uff0c\u7136\u540e\u628a\u5927\u91cf\u751a\u81f3\u662f\u65e0\u7a77\u5c3d\u7684\u65e0\u6807\u6ce8\u7684\u81ea\u7136\u8bed\u8a00\u6587\u672c\u5229\u7528\u8d77\u6765\uff0c\u9884\u8bad\u7ec3\u4efb\u52a1\u628a\u5927\u91cf\u8bed\u8a00\u5b66\u77e5\u8bc6\u62bd\u53d6\u51fa\u6765\u7f16\u7801\u5230\u7f51\u7edc\u7ed3\u6784\u4e2d\uff0c\u5f53\u624b\u5934\u4efb\u52a1\u5e26\u6709\u6807\u6ce8\u4fe1\u606f\u7684\u6570\u636e\u6709\u9650\u65f6\uff0c\u8fd9\u4e9b\u5148\u9a8c\u7684\u8bed\u8a00\u5b66\u7279\u5f81\u5f53\u7136\u4f1a\u5bf9\u624b\u5934\u4efb\u52a1\u6709\u6781\u5927\u7684\u7279\u5f81\u8865\u5145\u4f5c\u7528\uff0c\u56e0\u4e3a\u5f53\u6570\u636e\u6709\u9650\u7684\u65f6\u5019\uff0c\u5f88\u591a\u8bed\u8a00\u5b66\u73b0\u8c61\u662f\u8986\u76d6\u4e0d\u5230\u7684\uff0c\u6cdb\u5316\u80fd\u529b\u5c31\u5f31\uff0c\u96c6\u6210\u5c3d\u91cf\u901a\u7528\u7684\u8bed\u8a00\u5b66\u77e5\u8bc6\u81ea\u7136\u4f1a\u52a0\u5f3a\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p>\u8bed\u8a00\u5b66\u5bb6J. R. Firth\u63d0\u51fa\uff0c<strong>\u901a\u8fc7\u4e00\u4e2a\u5355\u8bcd\u7684\u4e0a\u4e0b\u6587\u53ef\u4ee5\u5f97\u5230\u5b83\u7684\u610f\u601d<\/strong>\u3002J. R. Firth\u751a\u81f3\u5efa\u8bae\uff0c\u5982\u679c\u4f60\u80fd\u628a\u5355\u8bcd\u653e\u5230\u6b63\u786e\u7684\u4e0a\u4e0b\u6587\u4e2d\u53bb\uff0c\u624d\u8bf4\u660e\u4f60\u638c\u63e1\u4e86\u5b83\u7684\u610f\u4e49\u3002<\/p>\n<p>\u8fd9\u662f\u73b0\u4ee3\u7edf\u8ba1\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6700\u6210\u529f\u7684\u601d\u60f3\u4e4b\u4e00\u3002<\/p>\n<h2>\u4e3a\u4ec0\u4e48\u9884\u8bad\u7ec3\u6a21\u578b\u6709\u7528<\/h2>\n<ul>\n<li>\u5e95\u5c42\u7279\u5f81\u7684\u53ef\u590d\u7528\u6027<\/li>\n<li>\u4e4b\u540e\u518dfine-tuning\u7684\u76ee\u7684\uff1a\u4e0e\u5f53\u524d\u4efb\u52a1\u66f4\u5177\u76f8\u5173\u6027\u3002<\/li>\n<\/ul>\n<h1>\u4e09. \u9636\u6bb51 one-hot<\/h1>\n<h2>\u79bb\u6563\u8868\u793a<\/h2>\n<p>\u5b58\u5728\u7684\u95ee\u9898\uff1a<\/p>\n<ul>\n<li>\u4e22\u5931\u4e86\u8bed\u8a00\u5b66\u7684\u97f5\u5473\u3002\u6bd4\u5982\u8fd9\u4e9b\u540c\u4e49\u8bcd\u7684\u610f\u601d\u5b9e\u9645\u4e0a\u8fd8\u662f\u6709\u5fae\u5999\u7684\u5dee\u522b\uff1aadept, expert, good, practiced, proficient, skillful\u4e0d\u80fd\u8868\u8fbe\u5355\u8bcd\u7684\u7ec6\u5fae\u5dee\u522b<\/li>\n<li>\u4e0d\u80fd\u5305\u62ec\u6700\u65b0\u7684\u8bcd\u6c47<\/li>\n<li>\u4e3b\u89c2\u5316<\/li>\n<li>\u9700\u8981\u8017\u8d39\u5927\u91cf\u4eba\u529b\u53bb\u6574\u7406<\/li>\n<li>\u4e0d\u80fd\u51c6\u786e\u8ba1\u7b97\u8bcd\u6c47\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6<\/li>\n<\/ul>\n<h2>one-hot<\/h2>\n<p>\u65e0\u8bba\u662f\u89c4\u5219\u5b66\u6d3e\uff0c\u8fd8\u662f\u7edf\u8ba1\u5b66\u6d3e\uff0c\u8fc7\u53bb\u90fd\u7528\u72ec\u70ed\u7801\u6765\u8868\u793a\u8bcd\u8bed\u3002\u8bcd\u8bed\u53ea\u662f\u8bcd\u8868\u957f\u5ea6\u7684one-hot\u5411\u91cf\uff0c\u8fd9\u662f\u4e00\u79cdlocalist representation\uff08\u5927\u6982\u662f\u501f\u7528localist\u201c\u5c40\u90e8\u201d\u7684\u610f\u9879\uff09\u3002<\/p>\n<p>\u5728\u4e0d\u540c\u7684\u8bed\u6599\u4e2d\uff0c\u8bcd\u8868\u5927\u5c0f\u4e0d\u540c\u3002Google\u76841TB\u8bed\u6599\u8bcd\u6c47\u91cf\u662f1300\u4e07\uff0c\u8fd9\u4e2a\u5411\u91cf\u7684\u786e\u592a\u957f\u4e86\u3002<\/p>\n<p>\u7f3a\u70b9\uff1a\u6839\u636e\u8bcd\u8868\u5927\u5c0f\u6765\u5b9a\u4e49\u5411\u91cf\u3002\u9ad8\u7eac\u7a00\u758f\u5411\u91cf\uff0c\u4e14\u5355\u8bcd\u4e4b\u95f4\u6ca1\u6709\u4efb\u4f55\u5173\u7cfb\uff0c\u72ec\u7acb\u5b58\u5728\uff0c\u4e0d\u7b26\u5408\u6587\u672c\u9700\u6c42\u3002<\/p>\n<h1>\u56db. \u9636\u6bb52 word-embedding<\/h1>\n<h2>1. \u8bed\u8a00\u6a21\u578b<\/h2>\n<p>\u8bed\u8a00\u6a21\u578b:\u9884\u6d4b\u4e00\u4e2a\u53e5\u5b50\u51fa\u73b0\u7684\u6982\u7387\u3002<\/p>\n<p>\u6700\u5f00\u59cb\u7528\u7684\u662fn-gram\u6a21\u578b\uff0c\u867d\u7136\u5229\u7528\u4e86\u9a6c\u5c14\u53ef\u592b\u5047\u8bbe\u4f46\u4ecd\u7136\u4f1a\u6709\u8bb8\u591a\u53e5\u5b50\u7684\u6982\u7387\u4e3a0\uff0c\u53c8\u91c7\u53d6\u4e86\u5404\u79cdsmooth\u5e73\u6ed1\u7b56\u7565\uff0c\u4f46\u662f\u6548\u679c\u7ec8\u7a76\u4e0d\u662f\u5f88\u597d\u3002NNLM\u662f\u7528\u795e\u7ecf\u7f51\u7edc\u5efa\u7acb\u7684\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<h2>2. NNML<\/h2>\n<p><a href=\"https:\/\/blog.csdn.net\/u010089444\/article\/details\/52624964?ref=myread\">\u795e\u7ecf\u7f51\u7edc\u8bed\u8a00\u6a21\u578b<\/a><\/p>\n<p>\u540c\u6837\u662f\u6c42<img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240122172156208.png\" alt=\"image-20240122172156208\" \/>\uff0cNNML\u901a\u8fc7\u8f93\u5165\u4e00\u6bb5\u6587\u672c\uff0c\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5355\u8bcd\u7684\u65b9\u5f0f\u6765\u5efa\u7acb\u6a21\u578b\u3002<\/p>\n<p>NNLM\u8fc7\u7a0b\uff1a<\/p>\n<ol>\n<li>\u7edf\u8ba1\u6240\u6709word\u4e2a\u6570\u4e3aV\u3002\u5c06\u6240\u6709word\u7528one-hot\u8868\u793a\uff0c\u7ef4\u5ea6\u4e3a|V|<\/li>\n<li>\u8f93\u5165\u7684\u6587\u672c\u5355\u8bcd\u4e58\u77e9\u9635(|V|<em>m)\uff0c\u5f97\u5230\u7ef4\u5ea6\u5927\u5c0f1<\/em>m,\u5c06\u6240\u6709\u5355\u8bcdconcat\u6210(n-1)m,\u5c06\u8fd9\u4e2a\u8f93\u5165\u5230\u9690\u85cf\u5c42(tanh)\uff0c\u6700\u540e\u518d\u8f93\u5165\u5230\u8f93\u51fa\u5c42(softmax)<\/li>\n<\/ol>\n<p>\u5728\u505a\u8bed\u8a00\u6a21\u578b\u4efb\u52a1\u65f6\uff0c\u7528NNML\u610f\u5916\u5f97\u5230\u4e86word embedding\u5c42\uff0c\u53ef\u4ee5\u5c06\u539f\u6765\u7684one-hot\u5411\u91cf\u8868\u793a\u6210\u4f4e\u7eac\u7a20\u5bc6\u5411\u91cf\uff0c\u800c\u4e14\u5411\u91cf\u80fd\u8868\u793a\u5355\u8bcd\u4e4b\u95f4\u7684\u5173\u7cfb\u3002(\u540c\u4e49\u8bcd\u5411\u91cf\u7a7a\u95f4\u8ddd\u79bb\u8fd1)<\/p>\n<p>\u6700\u5173\u952e\u7684\u5c31\u662f\u5229\u7528\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u5f97\u5230\u4e86\u5b66\u4e60word embedding\u5c42\u7684\u53c2\u6570\u77e9\u9635Q\uff0cWord Embedding\u77e9\u9635Q\u662f\u7f51\u7edcOnehot\u5c42\u5230embedding\u5c42\u6620\u5c04\u7684\u7f51\u7edc\u53c2\u6570\u77e9\u9635\u3002<\/p>\n<h2>3. word2vec<\/h2>\n<p>NNLM\u7684\u4e3b\u8981\u4efb\u52a1\u662f\u8981\u5b66\u4e60\u4e00\u4e2a\u89e3\u51b3\u8bed\u8a00\u6a21\u578b\u4efb\u52a1\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u8bed\u8a00\u6a21\u578b\u5c31\u662f\u8981\u770b\u5230\u4e0a\u6587\u9884\u6d4b\u4e0b\u6587\uff0c\u800cword embedding\u53ea\u662f\u65e0\u5fc3\u63d2\u67f3\u7684\u4e00\u4e2a\u526f\u4ea7\u54c1\u3002\u4f46\u662fWord2Vec\u76ee\u6807\u4e0d\u4e00\u6837\uff0c\u5b83\u5355\u7eaf\u5c31\u662f\u8981word embedding\u7684\uff0c\u8fd9\u662f\u4e3b\u4ea7\u54c1\uff0c\u6240\u4ee5\u5b83\u5b8c\u5168\u53ef\u4ee5\u968f\u6027\u5730\u8fd9\u4e48\u53bb\u8bad\u7ec3\u7f51\u7edc\u3002\u6240\u4ee5\u5b83\u4e13\u95e8\u901a\u8fc7\u505a\u8bed\u8a00\u6a21\u578b\u4efb\u52a1\u4e3a\u4e86\u5f97\u5230embedding\uff0c\u5177\u4f53\u6709\u4e0b\u9762\u4e24\u79cd\u8bad\u7ec3\u6a21\u578b\uff1a<\/p>\n<h3>CBOW<\/h3>\n<ul>\n<li>\u6838\u5fc3\u601d\u60f3\u662f\u4ece\u4e00\u4e2a\u53e5\u5b50\u91cc\u9762\u628a\u4e00\u4e2a\u8bcd\u62a0\u6389\uff0c\u7528\u8fd9\u4e2a\u8bcd\u7684\u4e0a\u6587\u548c\u4e0b\u6587\u53bb\u9884\u6d4b\u88ab\u62a0\u6389\u7684\u8fd9\u4e2a\u8bcd\u3002\u5373\u7ed9\u4e0a\u4e0b\u6587\uff0c\u9884\u6d4b\u4e2d\u95f4\u7684\u4e00\u4e2a\u5355\u8bcd\u7684\u8bed\u8a00\u6a21\u578b\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<h3>Skip-gram<\/h3>\n<p>\u8f93\u5165\u67d0\u4e2a\u5355\u8bcd\uff0c\u8981\u6c42\u7f51\u7edc\u9884\u6d4b\u5b83\u7684\u4e0a\u4e0b\u6587\u5355\u8bcd\u7684\u8bed\u8a00\u6a21\u578b\u4efb\u52a1\u3002<\/p>\n<h2>4. GloVE<\/h2>\n<h1>\u4e94. \u9636\u6bb53\uff1a\u57fa\u4e8e\u7279\u5f81\u878d\u5408\u7684\u9884\u8bad\u7ec3<\/h1>\n<p>\u8fd9\u79cd\u9884\u8bad\u7ec3\u672c\u8d28\u4e0a\u548c\u56fe\u50cf\u9886\u57df\u7684\u9884\u8bad\u7ec3\u6709\u533a\u522b<\/p>\n<h2>ELMO<\/h2>\n<p>\u8bba\u6587\uff1a\u2018Deep contextualized word representation\u2019<\/p>\n<p>\u901a\u8fc7\u53cc\u5c42LSTM\u63d0\u53d6\u4e09\u79cdembedding\u7279\u5f81\uff0c\u52a0\u6743\u548c\u5f97\u5230\u6700\u7ec8\u7684embedding\u7ed9\u5176\u4ed6\u4efb\u52a1\u3002<\/p>\n<p>\u4f18\u70b9\uff1a\u89e3\u51b3\u4e86\u4e4b\u524d\u591a\u4e49\u8bcd\u7684\u95ee\u9898<\/p>\n<p>\u7f3a\u70b9\uff1aLSTM\u7279\u5f81\u62bd\u53d6\u80fd\u529b\u5f31<\/p>\n<p>\u6211\u4eec\u5982\u679c\u628aELMO\u8fd9\u79cd\u9884\u8bad\u7ec3\u65b9\u6cd5\u548c\u56fe\u50cf\u9886\u57df\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u5bf9\u6bd4\uff0c\u53d1\u73b0\u4e24\u8005\u6a21\u5f0f\u770b\u4e0a\u53bb\u8fd8\u662f\u6709\u5f88\u5927\u5dee\u5f02\u7684\u3002\u9664\u4e86\u4ee5ELMO\u4e3a\u4ee3\u8868\u7684\u8fd9\u79cd\u57fa\u4e8e\u7279\u5f81\u878d\u5408\u7684\u9884\u8bad\u7ec3\u65b9\u6cd5\u5916\uff0cNLP\u91cc\u8fd8\u6709\u4e00\u79cd\u5178\u578b\u505a\u6cd5\uff0c\u8fd9\u79cd\u505a\u6cd5\u548c\u56fe\u50cf\u9886\u57df\u7684\u65b9\u5f0f\u5c31\u662f\u770b\u4e0a\u53bb\u4e00\u81f4\u7684\u4e86\uff0c\u4e00\u822c\u5c06\u8fd9\u79cd\u65b9\u6cd5\u79f0\u4e3a\u201c\u57fa\u4e8eFine-tuning\u7684\u6a21\u5f0f\u201d\uff0c\u800cGPT\u5c31\u662f\u8fd9\u4e00\u6a21\u5f0f\u7684\u5178\u578b\u5f00\u521b\u8005\u3002<\/p>\n<h1>\u516d. \u9636\u6bb54 \u57fa\u4e8eFine-tuning\u7684\u6a21\u5f0f<\/h1>\n<p>\u57fa\u4e8efine-tune\u7684\u6a21\u5f0f\u5c31\u662f\u5178\u578b\u7684\u4e24\u9636\u6bb5\u7684\u8fc1\u79fb\u5b66\u4e60\u5728nlp\u9886\u57df\u7684\u5e94\u7528\uff0c\u9996\u5148\u7528\u8fc7\u9884\u8bad\u7ec3\u5c06\u63d0\u53d6\u51fa\u91cd\u8981\u7684\u8bed\u8a00\u5b66\u7279\u5f81\uff0c\u4e4b\u540e\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u5e94\u7528\u5230\u4e0b\u6e38\u4efb\u52a1\u4e2d\u53bb\u3002<\/p>\n<p>\u4e24\u9636\u6bb5\u6a21\u578b\uff1a\u8d85\u5927\u89c4\u6a21\u9884\u8bad\u7ec3+\u5177\u4f53\u4efb\u52a1Fine-tuning<\/p>\n<h2>GPT<\/h2>\n<p>\u8bba\u6587\uff1aImproving Language understanding by Generative Pre-Training<\/p>\n<p>\u7b2c\u4e00\u9636\u6bb5\u548cELMO\u4e0d\u540c\u70b9\uff1a<\/p>\n<ol>\n<li>\u4f7f\u7528Transformer<\/li>\n<li>\u5355\u5411\u800c\u975e\u53cc\u5411<\/li>\n<\/ol>\n<p>\u9884\u8bad\u7ec3\u5728\u7b2c\u4e00\u9636\u6bb5\u662f\u5355\u5411\u8fd8\u662f\u53cc\u5411\u53d6\u51b3\u4e8e\u5b83\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u4f7f\u7528\u7684\u65b9\u5f0f\u3002GPT\u662f\u901a\u8fc7\u8f93\u5165\u4e00\u6bb5\u6587\u672c\u9884\u6d4b\u4e0b\u4e00\u4e2aword\u6240\u4ee5\u662f\u5355\u5411\uff1b\u800cBERT\u901a\u8fc7\u7c7b\u4f3cMLM\u8fd9\u79cd\u5b8c\u5f62\u586b\u7a7a\u5f0f\u7684\u8bad\u7ec3\u65b9\u6cd5\u5c31\u662f\u53cc\u5411\u3002<\/p>\n<p>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u5411GPT\u7684\u7f51\u7edc\u7ed3\u6784\u770b\u9f50\uff0c\u628a\u4efb\u52a1\u7684\u7f51\u7edc\u7ed3\u6784\u6539\u9020\u6210\u548cGPT\u7684\u7f51\u7edc\u7ed3\u6784\u662f\u4e00\u6837\u7684\u3002\u7136\u540e\uff0c\u5728\u505a\u4e0b\u6e38\u4efb\u52a1\u7684\u65f6\u5019\uff0c\u5229\u7528\u7b2c\u4e00\u6b65\u9884\u8bad\u7ec3\u597d\u7684\u53c2\u6570\u521d\u59cb\u5316GPT\u7684\u7f51\u7edc\u7ed3\u6784\uff0c\u8fd9\u6837\u901a\u8fc7\u9884\u8bad\u7ec3\u5b66\u5230\u7684\u8bed\u8a00\u5b66\u77e5\u8bc6\u5c31\u88ab\u5f15\u5165\u5230\u4f60\u624b\u5934\u7684\u4efb\u52a1\u91cc\u6765\u4e86\u3002\u4e0e\u56fe\u50cf\u9886\u57df\u91cc\u7684\u9884\u8bad\u7ec3\u4e00\u6837<\/p>\n<p>\u7f3a\u70b9\uff1a\u4e0d\u662f\u53cc\u5411<\/p>\n<h2>BERT<\/h2>\n<p><strong>\u53cc\u5411+Tranformer<\/strong><\/p>\n<p>Bert\u91c7\u7528\u548cGPT\u5b8c\u5168\u76f8\u540c\u7684\u4e24\u9636\u6bb5\u6a21\u578b\u3002\u7b2c\u4e00\u9636\u6bb5\u662f<strong>\u53cc\u5411<\/strong>\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\uff0c\u7b2c\u4e8c\u9636\u6bb5\u4f7f\u7528Fine-Tuning\u6a21\u5f0f\u89e3\u51b3\u4e0b\u6e38\u4efb\u52a1\u3002\u548cGPT\u7684\u6700\u4e3b\u8981\u4e0d\u540c\u5728\u4e8e\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u91c7\u7528\u4e86\u7c7b\u4f3cELMO\u7684\u53cc\u5411\u8bed\u8a00\u6a21\u578b\uff0c\u5f53\u7136\u53e6\u5916\u4e00\u70b9\u662f\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u89c4\u6a21\u8981\u6bd4GPT\u5927\u3002<\/p>\n<p>Bert\u6700\u5927\u7684\u4eae\u70b9\u5728\u4e8e\u6548\u679c\u597d\u53ca\u666e\u9002\u6027\u5f3a\uff0c\u51e0\u4e4e\u6240\u6709NLP\u4efb\u52a1\u90fd\u53ef\u4ee5\u5957\u7528Bert\u8fd9\u79cd\u4e24\u9636\u6bb5\u89e3\u51b3\u601d\u8def\uff0c\u800c\u4e14\u6548\u679c\u5e94\u8be5\u4f1a\u6709\u660e\u663e\u63d0\u5347\u3002\u53ef\u4ee5\u9884\u89c1\u7684\u662f\uff0c\u672a\u6765\u4e00\u6bb5\u65f6\u95f4\u5728NLP\u5e94\u7528\u9886\u57df\uff0cTransformer\u5c06\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\uff0c\u800c\u4e14\u8fd9\u79cd\u4e24\u9636\u6bb5\u9884\u8bad\u7ec3\u65b9\u6cd5\u4e5f\u4f1a\u4e3b\u5bfc\u5404\u79cd\u5e94\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00. 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