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Improving Dialogue Breakdown Detection with Semi-Supervised Learning

Oct 30, 2020
Nathan Ng, Marzyeh Ghassemi, Narendran Thangarajan, Jiacheng Pan, Qi Guo

* 6 pages, 1 figure, accepted at the NeurIPS Workshop on Human in the Loop Dialogue Systems 

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SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain Robustness

Oct 04, 2020
Nathan Ng, Kyunghyun Cho, Marzyeh Ghassemi

* 16 pages, 8 figures, to be published in EMNLP 2020 

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Simple and Effective Noisy Channel Modeling for Neural Machine Translation

Aug 15, 2019
Kyra Yee, Nathan Ng, Yann N. Dauphin, Michael Auli

* EMNLP 2019 

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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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Embryo staging with weakly-supervised region selection and dynamically-decoded predictions

Apr 09, 2019
Tingfung Lau, Nathan Ng, Julian Gingold, Nina Desai, Julian McAuley, Zachary C. Lipton


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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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Predicting Surgery Duration with Neural Heteroscedastic Regression

Jul 13, 2017
Nathan Ng, Rodney A Gabriel, Julian McAuley, Charles Elkan, Zachary C Lipton


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