VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation

01/02/2021
by   Changhan Wang, et al.
0

We introduce VoxPopuli, a large-scale multilingual corpus providing 100K hours of unlabelled speech data in 23 languages. It is the largest open data to date for unsupervised representation learning as well as semi-supervised learning. VoxPopuli also contains 1.8K hours of transcribed speeches in 16 languages and their aligned oral interpretations into 5 other languages totaling 5.1K hours. We provide speech recognition baselines and validate the versatility of VoxPopuli unlabelled data in semi-supervised learning under challenging out-of-domain settings. We will release the corpus at https://github.com/facebookresearch/voxpopuli under an open license.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/07/2023

Zambezi Voice: A Multilingual Speech Corpus for Zambian Languages

This work introduces Zambezi Voice, an open-source multilingual speech r...
research
03/01/2023

MuAViC: A Multilingual Audio-Visual Corpus for Robust Speech Recognition and Robust Speech-to-Text Translation

We introduce MuAViC, a multilingual audio-visual corpus for robust speec...
research
05/28/2020

A Corpus for Large-Scale Phonetic Typology

A major hurdle in data-driven research on typology is having sufficient ...
research
12/17/2019

Libri-Light: A Benchmark for ASR with Limited or No Supervision

We introduce a new collection of spoken English audio suitable for train...
research
02/24/2020

Semi-Supervised Speech Recognition via Local Prior Matching

For sequence transduction tasks like speech recognition, a strong struct...
research
10/21/2019

Icentia11K: An Unsupervised Representation Learning Dataset for Arrhythmia Subtype Discovery

We release the largest public ECG dataset of continuous raw signals for ...
research
06/08/2016

DefExt: A Semi Supervised Definition Extraction Tool

We present DefExt, an easy to use semi supervised Definition Extraction ...

Please sign up or login with your details

Forgot password? Click here to reset