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Beyond English-Centric Bitexts for Better Multilingual Language Representation Learning


Oct 26, 2022
Barun Patra, Saksham Singhal, Shaohan Huang, Zewen Chi, Li Dong, Furu Wei, Vishrav Chaudhary, Xia Song

* Work in progress 

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Foundation Transformers


Oct 19, 2022
Hongyu Wang, Shuming Ma, Shaohan Huang, Li Dong, Wenhui Wang, Zhiliang Peng, Yu Wu, Payal Bajaj, Saksham Singhal, Alon Benhaim, Barun Patra, Zhun Liu, Vishrav Chaudhary, Xia Song, Furu Wei

* Work in progress 

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Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks


Aug 31, 2022
Wenhui Wang, Hangbo Bao, Li Dong, Johan Bjorck, Zhiliang Peng, Qiang Liu, Kriti Aggarwal, Owais Khan Mohammed, Saksham Singhal, Subhojit Som, Furu Wei

* 18 pages 

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On the Representation Collapse of Sparse Mixture of Experts


Apr 20, 2022
Zewen Chi, Li Dong, Shaohan Huang, Damai Dai, Shuming Ma, Barun Patra, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei


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Multilingual Machine Translation Systems from Microsoft for WMT21 Shared Task


Nov 03, 2021
Jian Yang, Shuming Ma, Haoyang Huang, Dongdong Zhang, Li Dong, Shaohan Huang, Alexandre Muzio, Saksham Singhal, Hany Hassan Awadalla, Xia Song, Furu Wei

* WMT21 

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Allocating Large Vocabulary Capacity for Cross-lingual Language Model Pre-training


Sep 15, 2021
Bo Zheng, Li Dong, Shaohan Huang, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei

* EMNLP 2021 

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XLM-E: Cross-lingual Language Model Pre-training via ELECTRA


Jun 30, 2021
Zewen Chi, Shaohan Huang, Li Dong, Shuming Ma, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei


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DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual Encoders


Jun 25, 2021
Shuming Ma, Li Dong, Shaohan Huang, Dongdong Zhang, Alexandre Muzio, Saksham Singhal, Hany Hassan Awadalla, Xia Song, Furu Wei

* Work in progress 

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