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Language Models not just for Pre-training: Fast Online Neural Noisy Channel Modeling

Nov 13, 2020
Shruti Bhosale, Kyra Yee, Sergey Edunov, Michael Auli

* Accepted at WMT 2020 

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Beyond English-Centric Multilingual Machine Translation

Oct 21, 2020
Angela Fan, Shruti Bhosale, Holger Schwenk, Zhiyi Ma, Ahmed El-Kishky, Siddharth Goyal, Mandeep Baines, Onur Celebi, Guillaume Wenzek, Vishrav Chaudhary, Naman Goyal, Tom Birch, Vitaliy Liptchinsky, Sergey Edunov, Edouard Grave, Michael Auli, Armand Joulin


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Large scale weakly and semi-supervised learning for low-resource video ASR

May 16, 2020
Kritika Singh, Vimal Manohar, Alex Xiao, Sergey Edunov, Ross Girshick, Vitaliy Liptchinsky, Christian Fuegen, Yatharth Saraf, Geoffrey Zweig, Abdelrahman Mohamed


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Dense Passage Retrieval for Open-Domain Question Answering

May 02, 2020
Vladimir Karpukhin, Barlas Oğuz, Sewon Min, Patrick Lewis, Ledell Wu, Sergey Edunov, Danqi Chen, Wen-tau Yih

* corrected typos in Table 3; add a paragraph in Sec. 6.2 

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Multilingual Denoising Pre-training for Neural Machine Translation

Jan 23, 2020
Yinhan Liu, Jiatao Gu, Naman Goyal, Xian Li, Sergey Edunov, Marjan Ghazvininejad, Mike Lewis, Luke Zettlemoyer

* Work in progress 

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CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEB

Nov 10, 2019
Holger Schwenk, Guillaume Wenzek, Sergey Edunov, Edouard Grave, Armand Joulin

* 13 pages, 4 figures. arXiv admin note: text overlap with arXiv:1907.05791 

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Training ASR models by Generation of Contextual Information

Oct 27, 2019
Kritika Singh, Dmytro Okhonko, Jun Liu, Yongqiang Wang, Frank Zhang, Ross Girshick, Sergey Edunov, Fuchun Peng, Yatharth Saraf, Geoffrey Zweig, Abdelrahman Mohamed


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On The Evaluation of Machine Translation Systems Trained With Back-Translation

Aug 14, 2019
Sergey Edunov, Myle Ott, Marc'Aurelio Ranzato, Michael Auli


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Facebook FAIR's WMT19 News Translation Task Submission

Jul 15, 2019
Nathan Ng, Kyra Yee, Alexei Baevski, Myle Ott, Michael Auli, Sergey Edunov

* 7 pages; WMT 

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Playing the lottery with rewards and multiple languages: lottery tickets in RL and NLP

Jun 06, 2019
Haonan Yu, Sergey Edunov, Yuandong Tian, Ari S. Morcos


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fairseq: A Fast, Extensible Toolkit for Sequence Modeling

Apr 01, 2019
Myle Ott, Sergey Edunov, Alexei Baevski, Angela Fan, Sam Gross, Nathan Ng, David Grangier, Michael Auli

* NAACL 2019 Demo paper 

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Pre-trained Language Model Representations for Language Generation

Apr 01, 2019
Sergey Edunov, Alexei Baevski, Michael Auli

* NAACL 2019 

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Cloze-driven Pretraining of Self-attention Networks

Mar 19, 2019
Alexei Baevski, Sergey Edunov, Yinhan Liu, Luke Zettlemoyer, Michael Auli


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Classical Structured Prediction Losses for Sequence to Sequence Learning

Oct 05, 2018
Sergey Edunov, Myle Ott, Michael Auli, David Grangier, Marc'Aurelio Ranzato

* 10 pages, NAACL 2018 

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Understanding Back-Translation at Scale

Oct 03, 2018
Sergey Edunov, Myle Ott, Michael Auli, David Grangier

* 12 pages; EMNLP 2018 

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Scaling Neural Machine Translation

Sep 04, 2018
Myle Ott, Sergey Edunov, David Grangier, Michael Auli

* WMT 2018 

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