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Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data



Shuohang Wang , Yichong Xu , Yuwei Fang , Yang Liu , Siqi Sun , Ruochen Xu , Chenguang Zhu , Michael Zeng

* Accept to ACL 2022 main conference 

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Human Parity on CommonsenseQA: Augmenting Self-Attention with External Attention



Yichong Xu , Chenguang Zhu , Shuohang Wang , Siqi Sun , Hao Cheng , Xiaodong Liu , Jianfeng Gao , Pengcheng He , Michael Zeng , Xuedong Huang

* 11 pages, 1 figure, 7 tables 

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Leveraging Knowledge in Multilingual Commonsense Reasoning



Yuwei Fang , Shuohang Wang , Yichong Xu , Ruochen Xu , Siqi Sun , Chenguang Zhu , Michael Zeng

* First place in XCSR Leaderboard: https://inklab.usc.edu//XCSR/leaderboard. Work in progress 

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Joint Retrieval and Generation Training for Grounded Text Generation



Yizhe Zhang , Siqi Sun , Xiang Gao , Yuwei Fang , Chris Brockett , Michel Galley , Jianfeng Gao , Bill Dolan


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LightningDOT: Pre-training Visual-Semantic Embeddings for Real-Time Image-Text Retrieval



Siqi Sun , Yen-Chun Chen , Linjie Li , Shuohang Wang , Yuwei Fang , Jingjing Liu

* NAACL 2021 

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Cross-Thought for Sentence Encoder Pre-training



Shuohang Wang , Yuwei Fang , Siqi Sun , Zhe Gan , Yu Cheng , Jing Jiang , Jingjing Liu

* Accepted by EMNLP 2020 

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Contrastive Distillation on Intermediate Representations for Language Model Compression



Siqi Sun , Zhe Gan , Yu Cheng , Yuwei Fang , Shuohang Wang , Jingjing Liu

* Accepted by EMNLP 2020 

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