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Facebook AI's WMT20 News Translation Task Submission

Nov 16, 2020
Peng-Jen Chen, Ann Lee, Changhan Wang, Naman Goyal, Angela Fan, Mary Williamson, Jiatao Gu


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Detecting Hallucinated Content in Conditional Neural Sequence Generation

Nov 05, 2020
Chunting Zhou, Jiatao Gu, Mona Diab, Paco Guzman, Luke Zettlemoyer, Marjan Ghazvininejad

* Under review 

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Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation

Nov 02, 2020
Hang Le, Juan Pino, Changhan Wang, Jiatao Gu, Didier Schwab, Laurent Besacier

* The 28th International Conference on Computational Linguistics (COLING 2020) 
* Accepted at COLING 2020 (Oral) 

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Multilingual Translation with Extensible Multilingual Pretraining and Finetuning

Aug 02, 2020
Yuqing Tang, Chau Tran, Xian Li, Peng-Jen Chen, Naman Goyal, Vishrav Chaudhary, Jiatao Gu, Angela Fan

* 10 pages (main) + 5 pages (appendices). 9 tables and 2 figures 

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SimulEval: An Evaluation Toolkit for Simultaneous Translation

Jul 31, 2020
Xutai Ma, Mohammad Javad Dousti, Changhan Wang, Jiatao Gu, Juan Pino


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Neural Sparse Voxel Fields

Jul 22, 2020
Lingjie Liu, Jiatao Gu, Kyaw Zaw Lin, Tat-Seng Chua, Christian Theobalt

* 20 pages, in progress 

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PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding

Jul 22, 2020
Saining Xie, Jiatao Gu, Demi Guo, Charles R. Qi, Leonidas J. Guibas, Or Litany

* ECCV 2020 (Spotlight) 

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Self-Supervised Representations Improve End-to-End Speech Translation

Jun 22, 2020
Anne Wu, Changhan Wang, Juan Pino, Jiatao Gu


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Cross-lingual Retrieval for Iterative Self-Supervised Training

Jun 16, 2020
Chau Tran, Yuqing Tang, Xian Li, Jiatao Gu


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Improving Cross-Lingual Transfer Learning for End-to-End Speech Recognition with Speech Translation

Jun 09, 2020
Changhan Wang, Juan Pino, Jiatao Gu

* Submitted to INTERSPEECH 2020 

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CoVoST: A Diverse Multilingual Speech-To-Text Translation Corpus

Feb 04, 2020
Changhan Wang, Juan Pino, Anne Wu, Jiatao Gu

* Submitted to LREC 2020 

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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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Parallel Machine Translation with Disentangled Context Transformer

Jan 15, 2020
Jungo Kasai, James Cross, Marjan Ghazvininejad, Jiatao Gu


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Understanding Knowledge Distillation in Non-autoregressive Machine Translation

Nov 07, 2019
Chunting Zhou, Graham Neubig, Jiatao Gu


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Harnessing Indirect Training Data for End-to-End Automatic Speech Translation: Tricks of the Trade

Oct 22, 2019
Juan Pino, Liezl Puzon, Jiatao Gu, Xutai Ma, Arya D. McCarthy, Deepak Gopinath

* IWSLT 2019 

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Depth-Adaptive Transformer

Oct 22, 2019
Maha Elbayad, Jiatao Gu, Edouard Grave, Michael Auli


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Revisiting Self-Training for Neural Sequence Generation

Sep 30, 2019
Junxian He, Jiatao Gu, Jiajun Shen, Marc'Aurelio Ranzato


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The Source-Target Domain Mismatch Problem in Machine Translation

Sep 28, 2019
Jiajun Shen, Peng-Jen Chen, Matt Le, Junxian He, Jiatao Gu, Myle Ott, Michael Auli, Marc'Aurelio Ranzato


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Monotonic Multihead Attention

Sep 26, 2019
Xutai Ma, Juan Pino, James Cross, Liezl Puzon, Jiatao Gu


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Improved Variational Neural Machine Translation by Promoting Mutual Information

Sep 19, 2019
Arya D. McCarthy, Xian Li, Jiatao Gu, Ning Dong


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Leveraging Out-of-Task Data for End-to-End Automatic Speech Translation

Sep 14, 2019
Juan Pino, Liezl Puzon, Jiatao Gu, Xutai Ma, Arya D. McCarthy, Deepak Gopinath


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VizSeq: A Visual Analysis Toolkit for Text Generation Tasks

Sep 12, 2019
Changhan Wang, Anirudh Jain, Danlu Chen, Jiatao Gu


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Neural Machine Translation with Byte-Level Subwords

Sep 07, 2019
Changhan Wang, Kyunghyun Cho, Jiatao Gu


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Improved Zero-shot Neural Machine Translation via Ignoring Spurious Correlations

Jun 04, 2019
Jiatao Gu, Yong Wang, Kyunghyun Cho, Victor O. K. Li

* Accepted by ACL 2019 

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Levenshtein Transformer

May 27, 2019
Jiatao Gu, Changhan Wang, Jake Zhao

* 16 pages (6 pages appendix). Work in progress 

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Insertion-based Decoding with automatically Inferred Generation Order

Feb 28, 2019
Jiatao Gu, Qi Liu, Kyunghyun Cho

* New version with clearer formulations and extended pages. Work in progress 

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Insertion-based Decoding with Automatically Inferred Generation Order

Feb 04, 2019
Jiatao Gu, Qi Liu, Kyunghyun Cho

* Work in progress 

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Large Margin Few-Shot Learning

Sep 21, 2018
Yong Wang, Xiao-Ming Wu, Qimai Li, Jiatao Gu, Wangmeng Xiang, Lei Zhang, Victor O. K. Li

* 17 pages, 5 figures, 7 tables 

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Meta-Learning for Low-Resource Neural Machine Translation

Aug 25, 2018
Jiatao Gu, Yong Wang, Yun Chen, Kyunghyun Cho, Victor O. K. Li

* Accepted as a full paper at EMNLP 2018 

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Universal Neural Machine Translation for Extremely Low Resource Languages

Apr 17, 2018
Jiatao Gu, Hany Hassan, Jacob Devlin, Victor O. K. Li

* NAACL-HLT 2018 

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