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Towards Computationally Verifiable Semantic Grounding for Language Models


Nov 16, 2022
Chris Alberti, Kuzman Ganchev, Michael Collins, Sebastian Gehrmann, Ciprian Chelba


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Scaling Laws for Neural Machine Translation


Sep 16, 2021
Behrooz Ghorbani, Orhan Firat, Markus Freitag, Ankur Bapna, Maxim Krikun, Xavier Garcia, Ciprian Chelba, Colin Cherry

* 31 pages, 23 figures 

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Data Troubles in Sentence Level Confidence Estimation for Machine Translation


Oct 26, 2020
Ciprian Chelba, Junpei Zhou, Yuezhang, Li, Hideto Kazawa, Jeff Klingner, Mengmeng Niu


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Multi-Stage Influence Function


Jul 17, 2020
Hongge Chen, Si Si, Yang Li, Ciprian Chelba, Sanjiv Kumar, Duane Boning, Cho-Jui Hsieh


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Practical Perspectives on Quality Estimation for Machine Translation


May 02, 2020
Junpei Zhou, Ciprian Chelba, Yuezhang, Li


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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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Tagged Back-Translation


Jun 15, 2019
Isaac Caswell, Ciprian Chelba, David Grangier

* Accepted as oral presentation in WMT 2019; 9 pages; 9 tables; 1 figure 

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Dynamically Composing Domain-Data Selection with Clean-Data Selection by "Co-Curricular Learning" for Neural Machine Translation


Jun 03, 2019
Wei Wang, Isaac Caswell, Ciprian Chelba

* The 57th Annual Meeting of the Association for Computational Linguistics (ACL2019) 
* 11 pages 

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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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Denoising Neural Machine Translation Training with Trusted Data and Online Data Selection


Aug 31, 2018
Wei Wang, Taro Watanabe, Macduff Hughes, Tetsuji Nakagawa, Ciprian Chelba

* 11 pages, 2018 Third Conference on Machine Translation (WMT18) 

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