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@@ -1,8 +1,10 @@
 # PaddlePALM
 
+English | [简体中文](./README_cn.md)
+
 PaddlePALM (PArallel Learning from Multi-tasks) is a flexible, general and easy-to-use NLP large-scale pretraining and multi-task learning friendly framework. PALM is a high level framework aiming at **fastly** develop **high-performance** NLP models. 
 
-With PaddlePALM, it is easy to achieve effecient exploration of robust learning of reading comprehension models with multiple auxilary tasks, and the produced model, [D-Net](), achieve **the 1st place** in [EMNLP2019 MRQA](mrqa.github.io) track.
+With PaddlePALM, it is easy to achieve effecient exploration of robust learning of reading comprehension models with multiple auxilary tasks, and the produced model, [D-Net](https://github.com/PaddlePaddle/models/tree/develop/PaddleNLP/Research/MRQA2019-D-NET), achieve **the 1st place** in [EMNLP2019 MRQA](https://mrqa.github.io) track.
 
 <p align="center">
 	<img src="https://tva1.sinaimg.cn/large/006tNbRwly1gbjkuuwrmlj30hs0hzdh2.jpg" alt="Sample"  width="300" height="333">
@@ -144,7 +146,7 @@ cd PALM && python setup.py install
 - Python >= 2.7
 - cuda >= 9.0
 - cudnn >= 7.0
-- PaddlePaddle >= 1.7.0 (请参考[安装指南](http://www.paddlepaddle.org/#quick-start)进行安装)
+- PaddlePaddle >= 1.7.0 (Please refer to [this](http://www.paddlepaddle.org/#quick-start) to install)
 
 
 ### Downloading pretrain models
@@ -213,13 +215,9 @@ The save/load and predict operations of a multi_head_trainer is the same as a tr
 For more implementation details with `multi_head_trainer`, see
 
 - [ATIS: joint training of dialogue intent recognition and slot filling](https://github.com/PaddlePaddle/PALM/tree/master/examples/multi-task)
-- [MRQA: learning reading comprehension auxilarized with mask language model]() (初次发版先不用加)
 
 
 ## License
 
 This tutorial is contributed by [PaddlePaddle](https://github.com/PaddlePaddle/Paddle) and licensed under the [Apache-2.0 license](https://github.com/PaddlePaddle/models/blob/develop/LICENSE).
 
-## 许可证书
-
-此向导由[PaddlePaddle](https://github.com/PaddlePaddle/Paddle)贡献，受[Apache-2.0 license](https://github.com/PaddlePaddle/models/blob/develop/LICENSE)许可认证。
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