{"id":9091,"date":"2024-01-09T17:35:58","date_gmt":"2024-01-09T09:35:58","guid":{"rendered":"\/?p=9091"},"modified":"2024-01-19T14:24:55","modified_gmt":"2024-01-19T06:24:55","slug":"nlp%e5%9f%ba%e7%a1%80-01%e3%80%81%e7%ac%ac%e4%b8%80%e7%ab%a0-%e8%87%aa%e7%84%b6%e8%af%ad%e8%a8%80%e5%a4%84%e7%90%86%e7%9a%84%e5%9f%ba%e6%9c%ac%e8%bf%87%e7%a8%8b","status":"publish","type":"post","link":"\/?p=9091","title":{"rendered":"NLP\u57fa\u7840-\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u57fa\u672c\u8fc7\u7a0b"},"content":{"rendered":"<h2>\u4e00\u3001\u83b7\u53d6\u8bed\u6599<\/h2>\n<h3><strong>\u6570\u636e\u96c6<\/strong><\/h3>\n<p>\u8bed\u6599\u662fNLP\u7684\u751f\u547d\u4e4b\u6e90\uff0c\u6240\u6709\u7684NLP\u95ee\u9898\u90fd\u662f\u4ece\u8bed\u6599\u4e2d\u5b66\u5230\u6570\u636e\u5206\u5e03\u7684\u89c4\u5f8b<\/p>\n<h3><strong>\u8bed\u6599\u7684\u5206\u7c7b<\/strong><\/h3>\n<ul>\n<li>\u5355\u8bed\u6599<\/li>\n<li>\u5e73\u884c\u8bed\u6599<\/li>\n<li>\u590d\u6742\u7ed3\u6784<\/li>\n<\/ul>\n<table>\n<thead>\n<tr>\n<th>\u7c7b\u578b<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u4f8b\u5b50<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5355\u8bed\u6599<\/td>\n<td>\u53ea\u6709\u53e5\u5b50\u548c\u53e5\u5b50\u96c6\u5408<\/td>\n<td>\u6574\u7406\u597d\u7684\u82f1\u6587\u6587\u6863\uff0c\u4e2d\u6587\u53e4\u8bd7\u6570\u636e\u96c6<\/td>\n<\/tr>\n<tr>\n<td>\u5e73\u884c\u8bed\u6599<\/td>\n<td>\u6709\u53e5\u5b50\u548c\u53e5\u5b50\u4e4b\u95f4\u76841 vs 1\u5bf9\u5e94\u5173\u7cfb\uff0c\u6709\u6807\u6ce8\u7684\u53e5\u5b50\uff0c\u5bf9\u8bdd\u95ee\u7b54\u548c\u7ffb\u8bd1\u4e2d\u6bd4\u8f83\u591a<\/td>\n<td>\u4e2d\u82f1\u6587\u7ffb\u8bd1\u6570\u636e\u96c6\uff0c\u5bf9\u8bdd\u6570\u636e\u96c6<\/td>\n<\/tr>\n<tr>\n<td>\u590d\u6742\u7ed3\u6784<\/td>\n<td>\u590d\u6742\u7684\u7ed3\u6784 \u77e5\u4e4e\u7684\u56de\u7b54\u548c\u8bc4\u8bba\u6570\u636e<\/td>\n<td>\u77e5\u4e4e\u7684\u56de\u7b54\u548c\u8bc4\u8bba\u6570\u636e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><strong>\u8bed\u6599\u548c\u6570\u636e\u96c6\u4f8b\u5b50<\/strong><\/h3>\n<ul>\n<li>Penn Treebank<\/li>\n<li>Daily Dialog<\/li>\n<li>WMT-1x\u7ffb\u8bd1\u6570\u636e\u96c6<\/li>\n<li>\u4e2d\u6587\u95f2\u804a\u6570\u636e\u96c6<\/li>\n<li>\u4e2d\u56fd\u53e4\u8bd7\u6570\u636e\u96c6<\/li>\n<\/ul>\n<h4><strong>\u82f1\u6587\u8bed\u8a00\u6a21\u578b\u8bed\u6599\u603b\u7ed3<\/strong><\/h4>\n<p><a href=\"http:\/\/nlpprogress.com\/english\/language_modeling.html\">http:\/\/nlpprogress.com\/english\/language_modeling.html<\/a><\/p>\n<p><strong>\u83b7\u53d6\u65b9\u6cd5<\/strong><\/p>\n<ul>\n<li>\u516c\u5f00\u6570\u636e\u96c6<\/li>\n<li>\u722c\u866b<\/li>\n<li>\u793e\u4ea4\u5de5\u5177\u57cb\u70b9<\/li>\n<li>\u6570\u636e\u5e93<\/li>\n<\/ul>\n<h4><strong>Penn Treebank<\/strong><\/h4>\n<ul>\n<li>\n<p>Pytorch\u96c6\u6210\u7684\u6570\u636e\u96c6DataLoader\uff1a<\/p>\n<p><a href=\"https:\/\/pytorchnlp.readthedocs.io\/en\/latest\/_modules\/torchnlp\/datasets\/penn_treebank.html\">https:\/\/pytorchnlp.readthedocs.io\/en\/latest\/_modules\/torchnlp\/datasets\/penn_treebank.html<\/a><\/p>\n<\/li>\n<li>\n<p>Benchmark\u7ed3\u679c\uff1a<\/p>\n<p><a href=\"https:\/\/paperswithcode.com\/sota\/language-modelling-on-penn-treebank-word\">https:\/\/paperswithcode.com\/sota\/language-modelling-on-penn-treebank-word<\/a><\/p>\n<\/li>\n<\/ul>\n<p>\u4f8b\u53e5\uff1a<\/p>\n<p>no price for the new shares has been set instead the companies will leave it up to the marketplace to decide  cray computer has applied to trade on nasdaq<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109165112247.png\" alt=\"image-20240109165112247\" \/><\/p>\n<h4><strong>Daily Dialog<\/strong><\/h4>\n<p>\u82f1\u6587\u5bf9\u8bdd\u7ecf\u5178bench mark\u6570\u636e\u96c6<\/p>\n<ul>\n<li>Paper\uff1a<a href=\"https:\/\/arxiv.org\/abs\/1710.03957\">https:\/\/arxiv.org\/abs\/1710.03957<\/a><\/li>\n<li>\u6570\u636e\u96c6\u5730\u5740\uff1a<a href=\"http:\/\/yanran.li\/dailydialog.html\">http:\/\/yanran.li\/dailydialog.html<\/a><\/li>\n<\/ul>\n<h4><strong>WMT-1x\u7ffb\u8bd1\u6570\u636e\u96c6<\/strong><\/h4>\n<p>\u5b98\u7f51\uff1a<a href=\"http:\/\/www.statmt.org\/wmt18\/translation-task.html\">http:\/\/www.statmt.org\/wmt18\/translation-task.html<\/a><\/p>\n<p>\u6d4b\u8bd5\u96c6\uff1a<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109165135511.png\" alt=\"image-20240109165135511\" \/><\/p>\n<p>\u5e73\u884c\u8bed\u6599\uff1a<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105301674.png\" alt=\"image-20240109105301674\" \/><\/p>\n<h4><strong>\u4e2d\u6587\u95f2\u804a\u6570\u636e\u96c6<\/strong><\/h4>\n<ul>\n<li>50\u4e07\u4e2d\u6587\u95f2\u804a\u6570\u636e\uff1a<a href=\"https:\/\/drive.google.com\/file\/d\/1nEuew_KNpTMbyy7BO4c8bXMXN351RCPp\/view?usp=sharing\">https:\/\/drive.google.com\/file\/d\/1nEuew_KNpTMbyy7BO4c8bXMXN351RCPp\/view?usp=sharing<\/a><\/li>\n<li>\u65e5\u5e38\u95f2\u804a\u6570\u636e\uff1a <a href=\"https:\/\/github.com\/codemayq\/chinese_chatbot_corpus\">https:\/\/github.com\/codemayq\/chinese_chatbot_corpus<\/a><\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105341415.png\" alt=\"image-20240109105341415\" \/><\/p>\n<h4><strong>\u4e2d\u56fd\u53e4\u8bd7\u6570\u636e\u96c6<\/strong><\/h4>\n<ul>\n<li>\u6570\u636e\u96c6\u5730\u5740\uff1a <a href=\"https:\/\/github.com\/congcong0806\/Chinese-Poetry-Dataset\">https:\/\/github.com\/congcong0806\/Chinese-Poetry-Dataset<\/a><\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105413521.png\" alt=\"image-20240109105413521\" \/><\/p>\n<h2>\u4e8c\u3001\u9884\u5904\u7406<\/h2>\n<h3><strong>NLTK<\/strong><\/h3>\n<ul>\n<li><a href=\"https:\/\/www.nltk.org\/\">https:\/\/www.nltk.org\/<\/a><\/li>\n<li>\u57fa\u672c\u7684\u82f1\u6587NLP\u64cd\u4f5c\u5747\u652f\u6301<\/li>\n<\/ul>\n<p>Tokenize \uff1a<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105518267.png\" alt=\"image-20240109105518267\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105532414.png\" alt=\"image-20240109105532414\" \/><\/p>\n<h3><strong>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b<\/strong><\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105548572.png\" alt=\"image-20240109105548572\" \/><\/p>\n<h3><strong>\u53e5\u6cd5\u6811\u6784\u9020<\/strong><\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105630391.png\" alt=\"image-20240109105630391\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105651623.png\" alt=\"image-20240109105651623\" style=\"zoom:150%;\" \/><\/p>\n<h3><strong>Jieba\u5206\u8bcd<\/strong><\/h3>\n<ul>\n<li><a href=\"https:\/\/github.com\/fxsjy\/jieba\">https:\/\/github.com\/fxsjy\/jieba<\/a><\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105722060.png\" alt=\"image-20240109105722060\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105736977.png\" alt=\"image-20240109105736977\" \/><\/p>\n<h3><strong>SnowNLP<\/strong><\/h3>\n<ul>\n<li><a href=\"https:\/\/github.com\/isnowfy\/snownlp\">https:\/\/github.com\/isnowfy\/snownlp<\/a><\/li>\n<li>pip install snownlp<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105817636.png\" alt=\"image-20240109105817636\" style=\"zoom:150%;\" \/><\/p>\n<h3><strong>Pyrouge<\/strong><\/h3>\n<ul>\n<li>\u8bc4\u6d4b\u6587\u672c\u6458\u8981\u597d\u574f\u5f00\u6e90\u5e93<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105911364.png\" alt=\"image-20240109105911364\" \/><\/p>\n<h3><strong>LTP<\/strong><\/h3>\n<ul>\n<li>\n<p>\u54c8\u5de5\u5927\u505a\u7684\u5f3a\u5927\u5f00\u6e90NLP\u5de5\u5177<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/github.com\/HIT-SCIR\/ltp\">https:\/\/github.com\/HIT-SCIR\/ltp<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/ltp.ai\/\">https:\/\/ltp.ai\/<\/a><\/p>\n<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109105944777.png\" alt=\"image-20240109105944777\" \/><\/p>\n<h3><strong>\u5e38\u7528python-based\u673a\u5668\u5b66\u4e60\u6846\u67b6<\/strong><\/h3>\n<ul>\n<li>Pytorch\n<ul>\n<li>\u672c\u95e8\u8bfe\u7a0b\u6b63\u8bfe\u4e3b\u8981\u793a\u4f8b\u4ee3\u7801\u6846\u67b6<\/li>\n<li>\u4ece\u8bde\u751f\u8d77\u5373\u662f\u52a8\u6001\u56fe<\/li>\n<li>\u5bf9NLP\u4efb\u52a1\u975e\u5e38\u53cb\u597d<\/li>\n<li><a href=\"https:\/\/pytorch.org\/\">https:\/\/pytorch.org\/<\/a><\/li>\n<\/ul>\n<\/li>\n<li>Tensorflow<\/li>\n<li>Keras<\/li>\n<\/ul>\n<p><strong>Sklearn<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/\">https:\/\/scikit-learn.org\/stable\/<\/a><\/li>\n<li>\u673a\u5668\u5b66\u4e60\u548c\u6570\u636e\u5904\u7406\u8f85\u52a9\u795e\u5668<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109110109730.png\" alt=\"image-20240109110109730\" \/><\/p>\n<p><strong>Gensim<\/strong><\/p>\n<ul>\n<li>\u77e5\u4e4e\u6559\u7a0b\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/37175253\">https:\/\/zhuanlan.zhihu.com\/p\/37175253<\/a><\/li>\n<li>\u5173\u952e\u6280\u80fd\uff1a\n<ul>\n<li>Tf-Idf<\/li>\n<li>LSA<\/li>\n<li>LDA<\/li>\n<li>Word2vec<\/li>\n<\/ul>\n<\/li>\n<li>\u4ece\u8bed\u6599\u6784\u5efa\u8bcd\u5178<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109110159097.png\" alt=\"image-20240109110159097\" \/><\/p>\n<h2>\u4e09\u3001\u7279\u5f81\u5de5\u7a0b<\/h2>\n<p><strong>\u7b80\u5355\u7684\u7279\u5f81\u5de5\u7a0b<\/strong><\/p>\n<ul>\n<li>Numpy      <a href=\"https:\/\/numpy.org\/\">https:\/\/numpy.org\/<\/a><\/li>\n<li>Tf-Idf <\/li>\n<li>Word2vec<\/li>\n<\/ul>\n<h3><strong>Numpy<\/strong><\/h3>\n<p><a href=\"https:\/\/numpy.org\/\">https:\/\/numpy.org\/<\/a><\/p>\n<h3><strong>TF-IDF<\/strong><\/h3>\n<ul>\n<li>\n<p>Term Frequency<\/p>\n<ul>\n<li>The specihcity of a term can be quantihed as an inverse function of the number of documents in which it occurs.<\/li>\n<li>\u9ad8\u9891\u8bcd\u5f80\u5f80\u80fd\u591f\u53cd\u9988\u6587\u7ae0\u7684\u4e3b\u8981\u601d\u60f3        <\/li>\n<li>\u8d2d\u4e70\u3001\u6298\u6263\u3001\u4f18\u60e0==&gt;\u5e7f\u544a\u3001\u7535\u5546\u7b49<\/li>\n<li>\u6050\u6016\u4e3b\u4e49\u3001\u53d9\u5229\u4e9a\u3001\u65a9\u9996==&gt;\u56fd\u9645\u653f\u6cbb<\/li>\n<li>\u5a01\u5c3c\u65af\u3001\u5723\u6258\u91cc\u5c3c\u3001\u6781\u5149\u3001\u6d32\u9645\u9152\u5e97==&gt;\u65c5\u6e38<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>Inverse Document Frequency<\/p>\n<ul>\n<li>The specihcity of a term can be quantihed as an inverse function of the number of documents in which it occurs.<\/li>\n<li>\u5f88\u591a\u65e0\u5b9e\u9645\u610f\u4e49\u7684\u865a\u8bcd\u8bcd\u9891\u4e5f\u5f88\u9ad8<\/li>\n<li>\u7684\u3001\u662f\u3001\u597d==&gt;\u65e0\u5b9e\u9645\u610f\u4e49\u7684\u865a\u8bcd\uff0c\u51e0\u4e4e\u6240\u6709\u6587\u7ae0\u90fd\u5b58\u5728<\/li>\n<li><font color=red>\u4e00\u4e2a\u76f4\u89c2\u7ed3\u8bba\uff1a<strong>\u8bcd\u9891\u9ad8<\/strong>\u4f46\u662f<strong>\u6587\u6863\u9891\u7387\u4f4e<\/strong>\u7684\u8bcd\u5f80\u5f80\u80fd\u53cd\u9988\u6587\u6863\u7684\u4e3b\u9898<\/font><\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109110839203.png\" alt=\"image-20240109110839203\" \/><\/p>\n<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109110850416.png\" alt=\"image-20240109110850416\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109110856700.png\" alt=\"image-20240109110856700\" \/><\/p>\n<ul>\n<li>\n<p>\u8bcd\u4e91\u5236\u4f5c<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109110936231.png\" alt=\"image-20240109110936231\" \/><\/p>\n<\/li>\n<\/ul>\n<h3><strong>Word2Vec<\/strong><\/h3>\n<ul>\n<li>\u4f7f\u7528\u4e00\u4e2a\u6b27\u5f0f\u7a7a\u95f4\u5411\u91cf\u8868\u793a\u8bcd\u6c47<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109111008381.png\" alt=\"image-20240109111008381\" \/><\/p>\n<h2>\u56db\u3001\u6a21\u578b\u4ecb\u7ecd<\/h2>\n<ul>\n<li>\u6734\u7d20\u8d1d\u53f6\u65af<\/li>\n<li>\u7ebf\u6027\u56de\u5f52\u6a21\u578b<\/li>\n<li>\u903b\u8f91\u56de\u5f52<\/li>\n<li>CNN<\/li>\n<li>LSTM<\/li>\n<li>Transformer<\/li>\n<li>Sequence to Sequence<\/li>\n<\/ul>\n<h3>\u6734\u7d20\u8d1d\u53f6\u65af<\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163503840.png\" alt=\"image-20240109163503840\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163559212.png\" alt=\"image-20240109163559212\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163620809.png\" alt=\"image-20240109163620809\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163633763.png\" alt=\"image-20240109163633763\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163643954.png\" alt=\"image-20240109163643954\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163654242.png\" alt=\"image-20240109163654242\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163726333.png\" alt=\"image-20240109163726333\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163736794.png\" alt=\"image-20240109163736794\" \/><\/p>\n<p>\u6570\u636e\u96c6\uff1a<a href=\"https:\/\/github.com\/observerss\/ngender\">https:\/\/github.com\/observerss\/ngender<\/a><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163834220.png\" alt=\"image-20240109163834220\" \/><\/p>\n<ul>\n<li>\n<p>\u4ee3\u7801\u793a\u4f8b<\/p>\n<ul>\n<li>\u521d\u59cb\u5316<\/li>\n<li>\u7edf\u8ba1\u9891\u7387<\/li>\n<li>\u5f97\u5230\u5148\u9a8c\u6982\u7387\u3001\u8054\u5408\u6982\u7387<\/li>\n<li>\u6839\u636e\u540e\u9a8c\u6982\u7387\u5224\u51b3<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163917078.png\" alt=\"image-20240109163917078\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109163936282.png\" alt=\"image-20240109163936282\" style=\"zoom:150%;\" \/>\n<\/li>\n<\/ul>\n<p>\u6982\u7387\u8ba1\u7b97<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164011619.png\" alt=\"image-20240109164011619\" \/><\/p>\n<h3>\u7ebf\u6027\u56de\u5f52<\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164036830.png\" alt=\"image-20240109164036830\" \/><\/p>\n<h3>\u903b\u8f91\u56de\u5f52<\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164059122.png\" alt=\"image-20240109164059122\" \/><\/p>\n<h3>SVM<\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164117499.png\" alt=\"image-20240109164117499\" \/><\/p>\n<h3>CNN<\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164200865.png\" alt=\"image-20240109164200865\" \/><\/p>\n<h3>RNN<\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164225102.png\" alt=\"image-20240109164225102\" \/><\/p>\n<h3>Transformer<\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164311770.png\" alt=\"image-20240109164311770\" \/><\/p>\n<h3>Sequence to Sequence<\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164330253.png\" alt=\"image-20240109164330253\" \/><\/p>\n<h2>\u4e94\u3001\u8bc4\u6d4b\u6807\u51c6<\/h2>\n<h3>NLP\u5e38\u89c1\u8bc4\u6d4b\u6807\u51c6<\/h3>\n<ul>\n<li>\n<p>Accuracy<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164407715.png\" alt=\"image-20240109164407715\" \/><\/p>\n<\/li>\n<li>\n<p>F1-Score<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164437578.png\" alt=\"image-20240109164437578\" \/><\/p>\n<\/li>\n<li>\n<p>AUC<\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164518323.png\" alt=\"image-20240109164518323\" \/><\/p>\n<\/li>\n<li>\n<p>BLEU<\/p>\n<ul>\n<li>\u591a\u7528\u4e8e\u7ffb\u8bd1\u548c\u6587\u672c\u751f\u6210<\/li>\n<li><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164640838.png\" alt=\"image-20240109164640838\" \/><\/li>\n<\/ul>\n<\/li>\n<li>\n<p>Rouge-L<\/p>\n<ul>\n<li>\u6587\u672c\u6458\u8981\u4e2d\u91cd\u8981\u6307\u6807<\/li>\n<li><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164716405.png\" alt=\"image-20240109164716405\" \/><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\u516d\u3001\u9879\u76ee\u4ecb\u7ecd<\/h2>\n<h3>\u6709\u8da3\u7684NLP\u9879\u76ee<\/h3>\n<ul>\n<li>\u72d7\u5c41\u4e0d\u901a\u6587\u7ae0\u751f\u6210\u5668\n<ul>\n<li>Demo\u5730\u5740\uff1a<a href=\"https:\/\/suulnnka.github.io\/BullshitGenerator\/index.html\">https:\/\/suulnnka.github.io\/BullshitGenerator\/index.html<\/a><\/li>\n<li>\u9879\u76ee\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/menzi11\/BullshitGenerator\">https:\/\/github.com\/menzi11\/BullshitGenerator<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164736437.png\" alt=\"image-20240109164736437\" \/><\/p>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164755215.png\" alt=\"image-20240109164755215\" \/><\/p>\n<ul>\n<li>\n<p>GPT-2\u95f2\u804a<\/p>\n<ul>\n<li>\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/yangjianxin1\/GPT2-chitchat\">https:\/\/github.com\/yangjianxin1\/GPT2-chitchat<\/a><\/li>\n<li>\u57fa\u4e8ehugging face\u7684GPT<\/li>\n<li>\u548cMicrosoft\u7684paper<\/li>\n<li>\u7ecf\u8fc7\u4f5c\u8005\u7684\u8c03\u4f18\u548cMMI<\/li>\n<li>\u505a\u51fa\u7684\u6548\u679c\u5f88\u597d\u7684\u4e2d\u6587\u95f2\u804a\u5de5\u5177<\/li>\n<li><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164848443.png\" alt=\"image-20240109164848443\" \/><\/li>\n<li><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164914021.png\" alt=\"image-20240109164914021\" \/><\/li>\n<\/ul>\n<\/li>\n<li>\n<p>Deep Moji<\/p>\n<ul>\n<li>Github\u5730\u5740: <a href=\"https:\/\/github.com\/bfelbo\/DeepMoji\">https:\/\/github.com\/bfelbo\/DeepMoji<\/a><\/li>\n<li>\u8f93\u5165\u4e00\u53e5\u8bdd\uff0c\u8f6c\u5316\u6210\u8868\u60c5<\/li>\n<li><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/image-20240109164952070.png\" alt=\"image-20240109164952070\" \/><\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6839\u636e\u6587\u7ae0\u8fd4\u56de\u6587\u7ae0\u4e3b\u8981\u5185\u5bb9\u6458\u8981\u548c\u601d\u60f3<\/p>\n<ul>\n<li>\u5730\u5740\uff1a <a href=\"https:\/\/github.com\/EdCo95\/scientific-paper-summarisation\">https:\/\/github.com\/EdCo95\/scientific-paper-summarisation<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u83b7\u53d6\u8bed\u6599 \u6570\u636e\u96c6 \u8bed\u6599\u662fNLP\u7684\u751f\u547d\u4e4b\u6e90\uff0c\u6240\u6709\u7684NLP\u95ee\u9898\u90fd\u662f\u4ece\u8bed\u6599\u4e2d\u5b66\u5230\u6570\u636e\u5206\u5e03\u7684\u89c4\u5f8b \u8bed\u6599\u7684\u5206\u7c7b \u5355\u8bed\u6599 \u5e73\u884c\u8bed\u6599 \u590d\u6742\u7ed3\u6784 \u7c7b   \u2026 &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0},"categories":[225],"tags":[226],"_links":{"self":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9091"}],"collection":[{"href":"\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9091"}],"version-history":[{"count":2,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9091\/revisions"}],"predecessor-version":[{"id":9109,"href":"\/index.php?rest_route=\/wp\/v2\/posts\/9091\/revisions\/9109"}],"wp:attachment":[{"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9091"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9091"},{"taxonomy":"post_tag","embeddable":true,"href":"\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9091"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}