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Generative Spoken Language Modeling from Raw Audio

Feb 01, 2021
Kushal Lakhotia, Evgeny Kharitonov, Wei-Ning Hsu, Yossi Adi, Adam Polyak, Benjamin Bolte, Tu-Anh Nguyen, Jade Copet, Alexei Baevski, Adelrahman Mohamed, Emmanuel Dupoux


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Reservoir Transformer

Dec 30, 2020
Sheng Shen, Alexei Baevski, Ari S. Morcos, Kurt Keutzer, Michael Auli, Douwe Kiela


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The Zero Resource Speech Benchmark 2021: Metrics and baselines for unsupervised spoken language modeling

Dec 01, 2020
Tu Anh Nguyen, Maureen de Seyssel, Patricia Rozé, Morgane Rivière, Evgeny Kharitonov, Alexei Baevski, Ewan Dunbar, Emmanuel Dupoux

* 14 pages, including references and supplementary material 

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A Comparison of Discrete Latent Variable Models for Speech Representation Learning

Oct 24, 2020
Henry Zhou, Alexei Baevski, Michael Auli

* 7 pages, 4 figures 

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Self-training and Pre-training are Complementary for Speech Recognition

Oct 22, 2020
Qiantong Xu, Alexei Baevski, Tatiana Likhomanenko, Paden Tomasello, Alexis Conneau, Ronan Collobert, Gabriel Synnaeve, Michael Auli


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Unsupervised Cross-lingual Representation Learning for Speech Recognition

Jun 24, 2020
Alexis Conneau, Alexei Baevski, Ronan Collobert, Abdelrahman Mohamed, Michael Auli


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wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations

Jun 20, 2020
Alexei Baevski, Henry Zhou, Abdelrahman Mohamed, Michael Auli


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Effectiveness of self-supervised pre-training for speech recognition

Nov 10, 2019
Alexei Baevski, Michael Auli, Abdelrahman Mohamed


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vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations

Oct 12, 2019
Alexei Baevski, Steffen Schneider, Michael Auli


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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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wav2vec: Unsupervised Pre-training for Speech Recognition

May 24, 2019
Steffen Schneider, Alexei Baevski, Ronan Collobert, Michael Auli


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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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Pre-trained Language Model Representations for Language Generation

Apr 01, 2019
Sergey Edunov, Alexei Baevski, Michael Auli

* NAACL 2019 

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Cloze-driven Pretraining of Self-attention Networks

Mar 19, 2019
Alexei Baevski, Sergey Edunov, Yinhan Liu, Luke Zettlemoyer, Michael Auli


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Pay Less Attention with Lightweight and Dynamic Convolutions

Jan 29, 2019
Felix Wu, Angela Fan, Alexei Baevski, Yann N. Dauphin, Michael Auli

* 14 pages, ICLR oral 

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Adaptive Input Representations for Neural Language Modeling

Oct 01, 2018
Alexei Baevski, Michael Auli

* 12 pages 

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