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@@ -1,22 +1,28 @@
 # text_classification任务模型复现
 这里使用fastNLP复现以下模型：
+
 char_cnn :论文链接[Character-level Convolutional Networks for Text Classification](https://arxiv.org/pdf/1509.01626v3.pdf)
+
 dpcnn:论文链接[Deep Pyramid Convolutional Neural Networks for TextCategorization](https://ai.tencent.com/ailab/media/publications/ACL3-Brady.pdf)
+
 HAN:论文链接[Hierarchical Attention Networks for Document Classification](https://www.cs.cmu.edu/~diyiy/docs/naacl16.pdf)
+
 LSTM+self_attention:论文链接[A Structured Self-attentive Sentence Embedding](<https://arxiv.org/pdf/1703.03130.pdf>)
+
 AWD-LSTM:论文链接[Regularizing and Optimizing LSTM Language Models](<https://arxiv.org/pdf/1708.02182.pdf>)
+
 #待补充
 
 # 数据集及复现结果汇总
 
 使用fastNLP复现的结果vs论文汇报结果(/前为fastNLP实现，后面为论文报道,-表示论文没有在该数据集上列出结果)
 
-model name | yelp_p | yelp_f | sst-2|IMDB| 
-:---: | :---: | :---: | :---: |----- |:---: 
-char_cnn | 93.80/95.12 | - | - |- |
-dpcnn | 95.50/97.36 | - | - |- |
-HAN |- | - | - |-|
-LSTM| 95.74/- |- |- |88.52/-|
-AWD-LSTM| 95.96/- |- |- |88.91/-|
-LSTM+self_attention| 96.34/- | - | - |89.53/-|
+model name | yelp_p | yelp_f | sst-2|IMDB
+:---: | :---: | :---: | :---: |----- 
+char_cnn | 93.80/95.12 | - | - |- 
+dpcnn | 95.50/97.36 | - | - |- 
+HAN |- | - | - |-
+LSTM| 95.74/- |- |- |88.52/-
+AWD-LSTM| 95.96/- |- |- |88.91/-
+LSTM+self_attention| 96.34/- | - | - |89.53/-