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Finding the Right Recipe for Low Resource Domain Adaptation in Neural Machine Translation


Jun 02, 2022
Virginia Adams, Sandeep Subramanian, Mike Chrzanowski, Oleksii Hrinchuk, Oleksii Kuchaiev


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NVIDIA NeMo Neural Machine Translation Systems for English-German and English-Russian News and Biomedical Tasks at WMT21


Nov 16, 2021
Sandeep Subramanian, Oleksii Hrinchuk, Virginia Adams, Oleksii Kuchaiev

* WMT'21 news and biomedical shared task submission 

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Multi-scale Transformer Language Models


May 01, 2020
Sandeep Subramanian, Ronan Collobert, Marc'Aurelio Ranzato, Y-Lan Boureau


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On Extractive and Abstractive Neural Document Summarization with Transformer Language Models


Sep 07, 2019
Sandeep Subramanian, Raymond Li, Jonathan Pilault, Christopher Pal


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Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study


Jun 04, 2019
Chinnadhurai Sankar, Sandeep Subramanian, Christopher Pal, Sarath Chandar, Yoshua Bengio

* To appear at ACL 2019 

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State-Reification Networks: Improving Generalization by Modeling the Distribution of Hidden Representations


May 26, 2019
Alex Lamb, Jonathan Binas, Anirudh Goyal, Sandeep Subramanian, Ioannis Mitliagkas, Denis Kazakov, Yoshua Bengio, Michael C. Mozer

* ICML 2019 [full oral]. arXiv admin note: text overlap with arXiv:1805.08394 

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Multiple-Attribute Text Style Transfer


Nov 01, 2018
Sandeep Subramanian, Guillaume Lample, Eric Michael Smith, Ludovic Denoyer, Marc'Aurelio Ranzato, Y-Lan Boureau


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A Framework towards Domain Specific Video Summarization


Sep 24, 2018
Vishal Kaushal, Rishabh Iyer, Suraj Kothawade, Sandeep Subramanian, Ganesh Ramakrishnan


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Neural Models for Key Phrase Detection and Question Generation


May 30, 2018
Sandeep Subramanian, Tong Wang, Xingdi Yuan, Saizheng Zhang, Yoshua Bengio, Adam Trischler

* Machine Reading for Question Answering workshop at ACL 2018 

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Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations


Apr 07, 2018
Alex Lamb, Jonathan Binas, Anirudh Goyal, Dmitriy Serdyuk, Sandeep Subramanian, Ioannis Mitliagkas, Yoshua Bengio

* Under Review ICML 2018 

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