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@@ -10,10 +10,10 @@ This repo is still developing, feel free to report bugs and we will fix them ~
 
 ## News
 
+- **EL-Attention: Memory Efficient Lossless Attention for Generation**, Yu Yan, Jiusheng Chen, Weizhen Qi, Nikhil Bhendawade, Yeyun Gong, Nan Duan, Ruofei Zhang, ***ICML 2021***, [Code](https://github.com/microsoft/fastseq/blob/main/examples/EL-attention/README.md) [Paper](https://arxiv.org/abs/2105.04779)  
 - **BANG: Bridging Autoregressive and Non-autoregressive Generation with Large Scale Pretraining**, Weizhen Qi, Yeyun Gong, Jian Jiao, Yu Yan, Weizhu Chen, Dayiheng Liu, Kewen Tang, Houqiang Li, Jiusheng Chen, Ruofei Zhang, Ming Zhou, Nan Duan, ***ICML 2021***, [Code](https://github.com/microsoft/BANG) [Paper](https://arxiv.org/abs/2012.15525)  
 - **GLGE: A New General Language Generation Evaluation Benchmark**, Dayiheng Liu, Yu Yan, Yeyun Gong, Weizhen Qi, Hang Zhang, Jian Jiao, Weizhu Chen, Jie Fu, Linjun Shou, Ming Gong, Pengcheng Wang, Jiusheng Chen, Daxin Jiang, Jiancheng Lv, Ruofei Zhang, Winnie Wu, Ming Zhou, Nan Duan, ***ACL 2021***, [Code](https://github.com/microsoft/glge) [Paper](https://arxiv.org/abs/2011.11928) [Leaderboard](https://microsoft.github.io/glge/)  
 - **Mask Attention Networks: Rethinking and Strengthen Transformer**, Zhihao Fan, Yeyun Gong, Dayiheng Liu, Zhongyu Wei, Siyuan Wang, Jian Jiao, Nan Duan, Ruofei Zhang, Xuanjing Huang, ***NAACL 2021***,  [Code](https://github.com/LibertFan/MAN) [Paper](https://arxiv.org/abs/2103.13597v1)  
-- **EL-Attention: Memory Efficient Lossless Attention for Generation**, Yu Yan, Jiusheng Chen, Weizhen Qi, Nikhil Bhendawade, Yeyun Gong, Nan Duan, Ruofei Zhang, ***EMNLP 2020***, [Code](https://github.com/microsoft/fastseq/blob/main/examples/EL-attention/README.md) [Paper](https://arxiv.org/abs/2105.04779)  
 - **An Enhanced Knowledge Injection Model for Commonsense Generation**, Zhihao Fan, Yeyun Gong, Zhongyu Wei, Siyuan Wang, Yameng Huang, Jian Jiao, Xuanjing Huang, Nan Duan, Ruofei Zhang, ***COLING 2020***, [Code](https://github.com/LibertFan/EKI-BART) [Paper](https://arxiv.org/abs/2012.00366)  
 - **Tell Me How to Ask Again: Question Data Augmentation with Controllable Rewriting in Continuous Space**, Dayiheng Liu, Yeyun Gong, Jie Fu, Yu Yan, Jiusheng Chen, Jiancheng Lv, Nan Duan, Ming Zhou, ***EMNLP 2020***,  [Code](https://github.com/dayihengliu/CRQDA) [Paper](https://aclanthology.org/2020.emnlp-main.467.pdf)  
 - **Diverse, Controllable, and Keyphrase-Aware: A Corpus and Method for News Multi-Headline Generation**, Dayiheng Liu, Yeyun Gong, Jie Fu, Wei Liu, Yu Yan, Bo Shao, Daxin Jiang, Jiancheng Lv, Nan Duan, ***EMNLP 2020***, [Code](https://github.com/dayihengliu/KeyMultiHeadline) [Paper](https://aclanthology.org/2020.emnlp-main.505.pdf)