Myle Ott

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Facebook AI Research

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I’m an NLP researcher at Facebook AI Research in New York City, focusing on projects in machine translation, language modeling and large-scale NLP.

Papers43 papers

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Unsupervised Cross-lingual Representation Learning at Scale

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

ACL, pp.8440-8451, (2020)

Cited by63EIBibtex

Pretrained Language Models for Biomedical and Clinical Tasks - Understanding and Extending the State-of-the-Art

Patrick S. H. Lewis,Myle Ott,Jingfei Du,Veselin Stoyanov

ClinicalNLP@EMNLP, pp.146-157, (2020)

EIBibtex

Few-shot Sequence Learning with Transformers

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

Bibtex

Residual Energy-Based Models for Text Generation

Yuntian Deng, Anton Bakhtin,Myle Ott,Arthur Szlam

ICLR, (2020)

EIBibtex

On The Evaluation of Machine Translation SystemsTrained With Back-Translation

Sergey Edunov,Myle Ott, Marc’Aurelio Ranzato,Michael Auli

ACL, pp.2836-2846, (2020)

EIBibtex

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

Du Jingfei,Ott Myle, Li Haoran, Zhou Xing,Stoyanov Veselin

EMNLP, pp.3018-3030, (2020)

EIBibtex

Recipes for building an open-domain chatbot

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

Bibtex

Energy-Based Models for Text

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

Bibtex

Biological Structure and Function Emerge from Scaling Unsupervised Learning to 250 Million Protein Sequences

Alexander Rives, Siddharth Goyal, Joshua Meier, Demi Guo,Myle Ott,C. Lawrence Zitnick, Jerry Ma,Rob Fergus

bioRxiv, pp.622803-31, (2019)

Cited by11Bibtex

How Decoding Strategies Affect the Verifiability of Generated Text

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

EMNLP, pp.223-235, (2019)

Cited by3EIBibtex

The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala-English

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

EMNLP/IJCNLP (1), pp.6097-6110, (2019)

Cited by7EIBibtex

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

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

Cited by1Bibtex

The Source-Target Domain Mismatch Problem in Machine Translation

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

Bibtex

RoBERTa: A Robustly Optimized BERT Pretraining Approach

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

Cited by461Bibtex

Facebook FAIR's WMT19 News Translation Task Submission

Ng Nathan, Yee Kyra,Baevski Alexei,Ott Myle,Auli Michael, Edunov Sergey

WMT (2), pp.314-319, (2019)

EIBibtex

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

WAT@EMNLP-IJCNLP, pp.112-122, (2019)

EIBibtex

On The Evaluation of Machine Translation Systems Trained With Back-Translation

Sergey Edunov,Myle Ott,Marc'Aurelio Ranzato,Michael Auli

Bibtex

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

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

international joint conference on natural language processing, (2019)

Bibtex

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

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

CoRR, (2019)

EIBibtex

Mixture Models for Diverse Machine Translation: Tricks of the Trade

Tianxiao Shen,Myle Ott,Michael Auli,Marc'Aurelio Ranzato

arXiv: Computation and Language, (2019)

Cited by22EIBibtex

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Myle OttBinding

Papers43 papers

Myle Ott