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On Anytime Learning at Macroscale



Lucas Caccia , Jing Xu , Myle Ott , Marc'Aurelio Ranzato , Ludovic Denoyer


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The FLORES-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation



Naman Goyal , Cynthia Gao , Vishrav Chaudhary , Peng-Jen Chen , Guillaume Wenzek , Da Ju , Sanjana Krishnan , Marc'Aurelio Ranzato , Francisco Guzman , Angela Fan


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Efficient Continual Learning with Modular Networks and Task-Driven Priors



Tom Veniat , Ludovic Denoyer , Marc'Aurelio Ranzato


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Few-shot Sequence Learning with Transformers



Lajanugen Logeswaran , Ann Lee , Myle Ott , Honglak Lee , Marc'Aurelio Ranzato , Arthur Szlam

* NeurIPS Meta-Learning Workshop 2020 

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Multi-scale Transformer Language Models



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


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Residual Energy-Based Models for Text Generation



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



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

* long journal version 

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Facebook AI's WAT19 Myanmar-English Translation Task Submission



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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Revisiting Self-Training for Neural Sequence Generation



Junxian He , Jiatao Gu , Jiajun Shen , Marc'Aurelio Ranzato


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The Source-Target Domain Mismatch Problem in Machine Translation



Jiajun Shen , Peng-Jen Chen , Matt Le , Junxian He , Jiatao Gu , Myle Ott , Michael Auli , Marc'Aurelio Ranzato


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