research
∙
03/14/2022
SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities
Transfer learning has proven to be crucial in advancing the state of spe...
share
research
∙
02/15/2022
textless-lib: a Library for Textless Spoken Language Processing
Textless spoken language processing research aims to extend the applicab...
research
∙
01/05/2022
Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Prediction
Video recordings of speech contain correlated audio and visual informati...
research
∙
11/17/2021
XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale
This paper presents XLS-R, a large-scale model for cross-lingual speech ...
research
∙
10/13/2021
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?
Despite their recent popularity and well known advantages, dense retriev...
research
∙
09/07/2021
Text-Free Prosody-Aware Generative Spoken Language Modeling
Speech pre-training has primarily demonstrated efficacy on classificatio...
research
∙
07/28/2021
Domain-matched Pre-training Tasks for Dense Retrieval
Pre-training on larger datasets with ever increasing model size is now a...
research
∙
06/14/2021
HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units
Self-supervised approaches for speech representation learning are challe...
research
∙
05/03/2021
SUPERB: Speech processing Universal PERformance Benchmark
Self-supervised learning (SSL) has proven vital for advancing research i...
research
∙
04/01/2021
Speech Resynthesis from Discrete Disentangled Self-Supervised Representations
We propose using self-supervised discrete representations for the task o...
research
∙
02/01/2021
Generative Spoken Language Modeling from Raw Audio
Generative spoken language modeling involves learning jointly the acoust...
research
∙
12/31/2020
FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation
Natural language (NL) explanations of model predictions are gaining popu...
research
∙
12/12/2018
