Leveraging Monolingual Data with Self-Supervision for Multilingual Neural Machine Translation

May 11, 2020
Aditya Siddhant, Ankur Bapna, Yuan Cao, Orhan Firat, Mia Chen, Sneha Kudugunta, Naveen Arivazhagan, Yonghui Wu

* ACL 2020 

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Controlling Computation versus Quality for Neural Sequence Models

Feb 17, 2020
Ankur Bapna, Naveen Arivazhagan, Orhan Firat


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Faster Transformer Decoding: N-gram Masked Self-Attention

Jan 14, 2020
Ciprian Chelba, Mia Chen, Ankur Bapna, Noam Shazeer


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Fill in the Blanks: Imputing Missing Sentences for Larger-Context Neural Machine Translation

Oct 30, 2019
Sébastien Jean, Ankur Bapna, Orhan Firat


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Simple, Scalable Adaptation for Neural Machine Translation

Sep 18, 2019
Ankur Bapna, Naveen Arivazhagan, Orhan Firat

* EMNLP 2019 

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Investigating Multilingual NMT Representations at Scale

Sep 11, 2019
Sneha Reddy Kudugunta, Ankur Bapna, Isaac Caswell, Naveen Arivazhagan, Orhan Firat

* Paper at EMNLP 2019 

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Large-Scale Multilingual Speech Recognition with a Streaming End-to-End Model

Sep 11, 2019
Anjuli Kannan, Arindrima Datta, Tara N. Sainath, Eugene Weinstein, Bhuvana Ramabhadran, Yonghui Wu, Ankur Bapna, Zhifeng Chen, Seungji Lee

* Accepted in Interspeech 2019 

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Evaluating the Cross-Lingual Effectiveness of Massively Multilingual Neural Machine Translation

Sep 01, 2019
Aditya Siddhant, Melvin Johnson, Henry Tsai, Naveen Arivazhagan, Jason Riesa, Ankur Bapna, Orhan Firat, Karthik Raman


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Massively Multilingual Neural Machine Translation in the Wild: Findings and Challenges

Jul 11, 2019
Naveen Arivazhagan, Ankur Bapna, Orhan Firat, Dmitry Lepikhin, Melvin Johnson, Maxim Krikun, Mia Xu Chen, Yuan Cao, George Foster, Colin Cherry, Wolfgang Macherey, Zhifeng Chen, Yonghui Wu


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The Missing Ingredient in Zero-Shot Neural Machine Translation

Mar 17, 2019
Naveen Arivazhagan, Ankur Bapna, Orhan Firat, Roee Aharoni, Melvin Johnson, Wolfgang Macherey


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Non-Parametric Adaptation for Neural Machine Translation

Feb 28, 2019
Ankur Bapna, Orhan Firat

* To appear at NAACL 2019 

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Lingvo: a Modular and Scalable Framework for Sequence-to-Sequence Modeling

Feb 21, 2019
Jonathan Shen, Patrick Nguyen, Yonghui Wu, Zhifeng Chen, Mia X. Chen, Ye Jia, Anjuli Kannan, Tara Sainath, Yuan Cao, Chung-Cheng Chiu, Yanzhang He, Jan Chorowski, Smit Hinsu, Stella Laurenzo, James Qin, Orhan Firat, Wolfgang Macherey, Suyog Gupta, Ankur Bapna, Shuyuan Zhang, Ruoming Pang, Ron J. Weiss, Rohit Prabhavalkar, Qiao Liang, Benoit Jacob, Bowen Liang, HyoukJoong Lee, Ciprian Chelba, Sébastien Jean, Bo Li, Melvin Johnson, Rohan Anil, Rajat Tibrewal, Xiaobing Liu, Akiko Eriguchi, Navdeep Jaitly, Naveen Ari, Colin Cherry, Parisa Haghani, Otavio Good, Youlong Cheng, Raziel Alvarez, Isaac Caswell, Wei-Ning Hsu, Zongheng Yang, Kuan-Chieh Wang, Ekaterina Gonina, Katrin Tomanek, Ben Vanik, Zelin Wu, Llion Jones, Mike Schuster, Yanping Huang, Dehao Chen, Kazuki Irie, George Foster, John Richardson, Klaus Macherey, Antoine Bruguier, Heiga Zen, Colin Raffel, Shankar Kumar, Kanishka Rao, David Rybach, Matthew Murray, Vijayaditya Peddinti, Maxim Krikun, Michiel A. U. Bacchiani, Thomas B. Jablin, Rob Suderman, Ian Williams, Benjamin Lee, Deepti Bhatia, Justin Carlson, Semih Yavuz, Yu Zhang, Ian McGraw, Max Galkin, Qi Ge, Golan Pundak, Chad Whipkey, Todd Wang, Uri Alon, Dmitry Lepikhin, Ye Tian, Sara Sabour, William Chan, Shubham Toshniwal, Baohua Liao, Michael Nirschl, Pat Rondon


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Training Deeper Neural Machine Translation Models with Transparent Attention

Sep 04, 2018
Ankur Bapna, Mia Xu Chen, Orhan Firat, Yuan Cao, Yonghui Wu

* To appear in EMNLP 2018 

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Revisiting Character-Based Neural Machine Translation with Capacity and Compression

Aug 29, 2018
Colin Cherry, George Foster, Ankur Bapna, Orhan Firat, Wolfgang Macherey

* To appear at EMNLP 2018 

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The Best of Both Worlds: Combining Recent Advances in Neural Machine Translation

Apr 27, 2018
Mia Xu Chen, Orhan Firat, Ankur Bapna, Melvin Johnson, Wolfgang Macherey, George Foster, Llion Jones, Niki Parmar, Mike Schuster, Zhifeng Chen, Yonghui Wu, Macduff Hughes


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Building a Conversational Agent Overnight with Dialogue Self-Play

Jan 15, 2018
Pararth Shah, Dilek Hakkani-Tür, Gokhan Tür, Abhinav Rastogi, Ankur Bapna, Neha Nayak, Larry Heck

* 11 pages, 4 figures 

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Sequential Dialogue Context Modeling for Spoken Language Understanding

Jul 07, 2017
Ankur Bapna, Gokhan Tur, Dilek Hakkani-Tur, Larry Heck

* 8 + 2 pages, Updated 10/17: Updated typos in abstract, Updated 07/07: Updated Title, abstract and few minor changes 

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Towards Zero-Shot Frame Semantic Parsing for Domain Scaling

Jul 07, 2017
Ankur Bapna, Gokhan Tur, Dilek Hakkani-Tur, Larry Heck

* 4 pages + 1 references 

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