diff --git a/reproduction/text_classification/README.md b/reproduction/text_classification/README.md
index b058fbb2..4b8f44bd 100644
--- a/reproduction/text_classification/README.md
+++ b/reproduction/text_classification/README.md
@@ -3,20 +3,20 @@
 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
-awd_lstm:
-lstm_self_attention(BCN?):
-awd-sltm:
 
 # 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 | sst-2|IMDB| 
-:---: | :---: | :---: | :---: 
-char_cnn | 93.80/95.12 | - |- |
-dpcnn | 95.50/97.36 | - |- |
-HAN |- | - |-|
-BCN| - |- |-|
-awd-lstm| - |- |-|
+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/-|