Recipes for building an open-domain chatbot

Apr 30, 2020
Stephen Roller, Emily Dinan, Naman Goyal, Da Ju, Mary Williamson, Yinhan Liu, Jing Xu, Myle Ott, Kurt Shuster, Eric M. Smith, Y-Lan Boureau, Jason Weston


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General Purpose Text Embeddings from Pre-trained Language Models for Scalable Inference

Apr 29, 2020
Jingfei Du, Myle Ott, Haoran Li, Xing Zhou, Veselin Stoyanov


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Residual Energy-Based Models for Text Generation

Apr 22, 2020
Yuntian Deng, Anton Bakhtin, Myle Ott, Arthur Szlam, Marc'Aurelio Ranzato

* ICLR 2020 
* published at ICLR 2020. arXiv admin note: substantial text overlap with arXiv:2004.10188 

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Energy-Based Models for Text

Apr 06, 2020
Anton Bakhtin, Yuntian Deng, Sam Gross, Myle Ott, Marc'Aurelio Ranzato, Arthur Szlam

* long journal version 

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How Decoding Strategies Affect the Verifiability of Generated Text

Nov 09, 2019
Luca Massarelli, Fabio Petroni, Aleksandra Piktus, Myle Ott, Tim Rocktäschel, Vassilis Plachouras, Fabrizio Silvestri, Sebastian Riedel


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Unsupervised Cross-lingual Representation Learning at Scale

Nov 05, 2019
Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer, Veselin Stoyanov

* 12 pages, 7 figures 

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Mix-review: Alleviate Forgetting in the Pretrain-Finetune Framework for Neural Language Generation Models

Oct 29, 2019
Tianxing He, Jun Liu, Kyunghyun Cho, Myle Ott, Bing Liu, James Glass, Fuchun Peng


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Facebook AI's WAT19 Myanmar-English Translation Task Submission

Oct 15, 2019
Peng-Jen Chen, Jiajun Shen, Matt Le, Vishrav Chaudhary, Ahmed El-Kishky, Guillaume Wenzek, Myle Ott, Marc'Aurelio Ranzato

* The 6th Workshop on Asian Translation 

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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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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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RoBERTa: A Robustly Optimized BERT Pretraining Approach

Jul 26, 2019
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov


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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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Real or Fake? Learning to Discriminate Machine from Human Generated Text

Jun 07, 2019
Anton Bakhtin, Sam Gross, Myle Ott, Yuntian Deng, Marc'Aurelio Ranzato, Arthur Szlam


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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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Mixture Models for Diverse Machine Translation: Tricks of the Trade

Feb 20, 2019
Tianxiao Shen, Myle Ott, Michael Auli, Marc'Aurelio Ranzato


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Two New Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala-English

Feb 04, 2019
Francisco Guzmán, Peng-Jen Chen, Myle Ott, Juan Pino, Guillaume Lample, Philipp Koehn, Vishrav Chaudhary, Marc'Aurelio Ranzato


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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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Phrase-Based & Neural Unsupervised Machine Translation

Aug 13, 2018
Guillaume Lample, Myle Ott, Alexis Conneau, Ludovic Denoyer, Marc'Aurelio Ranzato

* EMNLP 2018 

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Analyzing Uncertainty in Neural Machine Translation

Aug 13, 2018
Myle Ott, Michael Auli, David Grangier, Marc'Aurelio Ranzato

* ICML 2018 

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Estimating the Prevalence of Deception in Online Review Communities

Apr 12, 2012
Myle Ott, Claire Cardie, Jeff Hancock

* 10 pages, 4 figures, 3 tables, to appear at WWW 2012 

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Finding Deceptive Opinion Spam by Any Stretch of the Imagination

Jul 22, 2011
Myle Ott, Yejin Choi, Claire Cardie, Jeffrey T. Hancock

* Proceedings of ACL 2011: HLT, pp. 309-319 
* 11 pages, 5 tables, data available at: http://www.cs.cornell.edu/~myleott 

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