fairseq: A Fast, Extensible Toolkit for Sequence Modeling

Myle Ott, Sergey Edunov, Alexei Baevski, +5

Angela FanExtensible ToolkitEngineeringSequence AlignmentNatural Language Processing +17

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

Alexei Baevski, Henry Zhou, Abdelrahman Mohamed, +1

arXiv (Cornell University)

EngineeringMachine LearningSpoken Language ProcessingSpeech RecognitionNatural Language Processing +17

Convolutional Sequence to Sequence Learning

Jonas Gehring, Michael Auli, David Grangier, +2

arXiv (Cornell University)

Natural Language ProcessingSequence ModellingEngineeringMachine LearningData Science +11

Convolutional Sequence to Sequence Learning

Jonas Gehring, Michael Auli, David Grangier, +2

International Conference on Machine Learning

Natural Language ProcessingSequence ModellingEngineeringMachine LearningData Science +11

Language Modeling with Gated Convolutional Networks

Yann Dauphin, Angela Fan, Michael Auli, +1

arXiv (Cornell University)

Structured PredictionEngineeringMachine LearningGated Convolutional NetworksMultilingual Pretraining +17

Understanding Back-Translation at Scale

Sergey Edunov, Myle Ott, Michael Auli, +1

Translation StudiesEngineeringMachine LearningMultilingual PretrainingLarge Language Model +14

Sequence Level Training with Recurrent Neural Networks

Marc’Aurelio Ranzato, Sumit Chopra, Michael Auli, +1

arXiv (Cornell University)

Structured PredictionEngineeringMachine LearningSequential LearningSequence Level Training +20

Abstractive Sentence Summarization with Attentive Recurrent Neural Networks

Sumit Chopra, Michael Auli, Alexander M. Rush

Language modeling with gated convolutional networks

Yann Dauphin, Angela Fan, Michael Auli, +1

International Conference on Machine Learning

Llm Fine-tuningEngineeringMachine LearningGated Convolutional NetworksMultilingual Pretraining +16

A Neural Network Approach to Context-Sensitive Generation of Conversational Responses

Alessandro Sordoni, Michel Galley, Michael Auli, +6

EngineeringAlessandro SordoniSpoken Language ProcessingSpoken Dialog SystemCommunication +24