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Self-supervised language learning from raw audio: Lessons from the Zero
  Resource Speech Challenge

Self-supervised language learning from raw audio: Lessons from the Zero Resource Speech Challenge

27 October 2022
Ewan Dunbar
Nicolas Hamilakis
Emmanuel Dupoux
    SSL
ArXivPDFHTML

Papers citing "Self-supervised language learning from raw audio: Lessons from the Zero Resource Speech Challenge"

29 / 29 papers shown
Title
fastabx: A library for efficient computation of ABX discriminability
fastabx: A library for efficient computation of ABX discriminability
Maxime Poli
Emmanuel Chemla
Emmanuel Dupoux
29
0
0
05 May 2025
Developmental Predictive Coding Model for Early Infancy Mono and
  Bilingual Vocal Continual Learning
Developmental Predictive Coding Model for Early Infancy Mono and Bilingual Vocal Continual Learning
Xiaodan Chen
Alexandre Pitti
M. Quoy
Nancy F Chen
CLL
34
0
0
23 Dec 2024
Analytic Study of Text-Free Speech Synthesis for Raw Audio using a
  Self-Supervised Learning Model
Analytic Study of Text-Free Speech Synthesis for Raw Audio using a Self-Supervised Learning Model
Joonyong Park
Daisuke Saito
N. Minematsu
67
0
0
04 Dec 2024
SKQVC: One-Shot Voice Conversion by K-Means Quantization with
  Self-Supervised Speech Representations
SKQVC: One-Shot Voice Conversion by K-Means Quantization with Self-Supervised Speech Representations
Youngjun Sim
Jinsung Yoon
Young-Joo Suh
64
0
0
25 Nov 2024
From Babble to Words: Pre-Training Language Models on Continuous Streams
  of Phonemes
From Babble to Words: Pre-Training Language Models on Continuous Streams of Phonemes
Zébulon Goriely
Richard Diehl Martinez
Andrew Caines
Lisa Beinborn
P. Buttery
CLL
24
5
0
30 Oct 2024
Anonymising Elderly and Pathological Speech: Voice Conversion Using DDSP
  and Query-by-Example
Anonymising Elderly and Pathological Speech: Voice Conversion Using DDSP and Query-by-Example
Suhita Ghosh
Melanie Jouaiti
Arnab Das
Yamini Sinha
Tim Polzehl
Ingo Siegert
Sebastian Stober
18
2
0
20 Oct 2024
Textless NLP -- Zero Resource Challenge with Low Resource Compute
Textless NLP -- Zero Resource Challenge with Low Resource Compute
Krithiga Ramadass
Abrit Pal Singh
Srihari J
Sheetal Kalyani
VLM
13
0
0
24 Sep 2024
Improving Spoken Language Modeling with Phoneme Classification: A Simple
  Fine-tuning Approach
Improving Spoken Language Modeling with Phoneme Classification: A Simple Fine-tuning Approach
Maxime Poli
Emmanuel Chemla
Emmanuel Dupoux
21
2
0
16 Sep 2024
STAB: Speech Tokenizer Assessment Benchmark
STAB: Speech Tokenizer Assessment Benchmark
Shikhar Vashishth
Harman Singh
Shikhar Bharadwaj
Sriram Ganapathy
Chulayuth Asawaroengchai
Kartik Audhkhasi
Andrew Rosenberg
Ankur Bapna
Bhuvana Ramabhadran
41
0
0
04 Sep 2024
SpeechPrompt: Prompting Speech Language Models for Speech Processing
  Tasks
SpeechPrompt: Prompting Speech Language Models for Speech Processing Tasks
Kai-Wei Chang
Haibin Wu
Yu-Kai Wang
Yuan-Kuei Wu
Hua Shen
Wei-Cheng Tseng
Iu-thing Kang
Shang-Wen Li
Hung-yi Lee
31
1
0
23 Aug 2024
Simulating Articulatory Trajectories with Phonological Feature
  Interpolation
Simulating Articulatory Trajectories with Phonological Feature Interpolation
Angelo Ortiz Tandazo
Thomas Schatz
Thomas Hueber
Emmanuel Dupoux
17
0
0
08 Aug 2024
A model of early word acquisition based on realistic-scale audiovisual
  naming events
A model of early word acquisition based on realistic-scale audiovisual naming events
Khazar Khorrami
Okko Rasanen
NAI
22
0
0
07 Jun 2024
Investigating the Áutoencoder Behavior' in Speech Self-Supervised
  Models: a focus on HuBERT's Pretraining
Investigating the Áutoencoder Behavior' in Speech Self-Supervised Models: a focus on HuBERT's Pretraining
Valentin Vielzeuf
SSL
23
0
0
14 May 2024
Age-Dependent Analysis and Stochastic Generation of Child-Directed
  Speech
Age-Dependent Analysis and Stochastic Generation of Child-Directed Speech
Okko Rasanen
Daniil Kocharov
22
0
0
13 May 2024
Bigger is not Always Better: The Effect of Context Size on Speech
  Pre-Training
Bigger is not Always Better: The Effect of Context Size on Speech Pre-Training
Sean Robertson
Ewan Dunbar
SSL
8
1
0
03 Dec 2023
Audio-Visual Neural Syntax Acquisition
Audio-Visual Neural Syntax Acquisition
Cheng-I Jeff Lai
Freda Shi
Puyuan Peng
Yoon Kim
Kevin Gimpel
...
David D. Cox
David F. Harwath
Yang Zhang
Karen Livescu
James R. Glass
CLIP
NAI
32
1
0
11 Oct 2023
XLS-R fine-tuning on noisy word boundaries for unsupervised speech
  segmentation into words
XLS-R fine-tuning on noisy word boundaries for unsupervised speech segmentation into words
Robin Algayres
Pablo Diego-Simon
Benoît Sagot
Emmanuel Dupoux
10
1
0
08 Oct 2023
Generative Spoken Language Model based on continuous word-sized audio
  tokens
Generative Spoken Language Model based on continuous word-sized audio tokens
Robin Algayres
Yossi Adi
Tu Nguyen
Jade Copet
Gabriel Synnaeve
Benoît Sagot
Emmanuel Dupoux
AuLLM
24
6
0
08 Oct 2023
SALT: Distinguishable Speaker Anonymization Through Latent Space
  Transformation
SALT: Distinguishable Speaker Anonymization Through Latent Space Transformation
Yuanjun Lv
Jixun Yao
Peikun Chen
Hongbin Zhou
Heng Lu
Lei Xie
17
4
0
08 Oct 2023
Simultaneous or Sequential Training? How Speech Representations
  Cooperate in a Multi-Task Self-Supervised Learning System
Simultaneous or Sequential Training? How Speech Representations Cooperate in a Multi-Task Self-Supervised Learning System
Khazar Khorrami
María Andrea Cruz Blandón
Tuomas Virtanen
Okko Rasanen
SSL
20
1
0
05 Jun 2023
Voice Conversion With Just Nearest Neighbors
Voice Conversion With Just Nearest Neighbors
Matthew Baas
Benjamin van Niekerk
Herman Kamper
SSL
19
48
0
30 May 2023
Syllable Discovery and Cross-Lingual Generalization in a Visually
  Grounded, Self-Supervised Speech Model
Syllable Discovery and Cross-Lingual Generalization in a Visually Grounded, Self-Supervised Speech Model
Puyuan Peng
Shang-Wen Li
Okko Rasanen
Abdel-rahman Mohamed
David F. Harwath
SSL
VLM
13
7
0
19 May 2023
A benchmark for computational analysis of animal behavior, using
  animal-borne tags
A benchmark for computational analysis of animal behavior, using animal-borne tags
Benjamin Hoffman
M. Cusimano
V. Baglione
D. Canestrari
D. Chevallier
...
O. Vainio
A. Vehkaoja
Ken Yoda
Katie Zacarian
A. Friedlaender
10
7
0
18 May 2023
Evaluating context-invariance in unsupervised speech representations
Evaluating context-invariance in unsupervised speech representations
Mark Hallap
Emmanuel Dupoux
Ewan Dunbar
SSL
21
9
0
27 Oct 2022
Unsupervised Speech Segmentation and Variable Rate Representation
  Learning using Segmental Contrastive Predictive Coding
Unsupervised Speech Segmentation and Variable Rate Representation Learning using Segmental Contrastive Predictive Coding
Saurabhchand Bhati
Jesús Villalba
Piotr Żelasko
Laureano Moro Velázquez
Najim Dehak
SSL
53
22
0
05 Oct 2021
ZR-2021VG: Zero-Resource Speech Challenge, Visually-Grounded Language
  Modelling track, 2021 edition
ZR-2021VG: Zero-Resource Speech Challenge, Visually-Grounded Language Modelling track, 2021 edition
Afra Alishahia
Grzegorz Chrupała
Alejandrina Cristià
Emmanuel Dupoux
Bertrand Higy
Marvin Lavechin
Okko Rasanen
Chen Yu
19
7
0
14 Jul 2021
Speech Representation Learning Combining Conformer CPC with Deep Cluster
  for the ZeroSpeech Challenge 2021
Speech Representation Learning Combining Conformer CPC with Deep Cluster for the ZeroSpeech Challenge 2021
Takashi Maekaku
Xuankai Chang
Yuya Fujita
Li-Wei Chen
Shinji Watanabe
Alexander I. Rudnicky
101
13
0
13 Jul 2021
Generative Spoken Language Modeling from Raw Audio
Generative Spoken Language Modeling from Raw Audio
Kushal Lakhotia
Evgeny Kharitonov
Wei-Ning Hsu
Yossi Adi
Adam Polyak
...
Tu Nguyen
Jade Copet
Alexei Baevski
A. Mohamed
Emmanuel Dupoux
AuLLM
174
336
0
01 Feb 2021
Evaluating the reliability of acoustic speech embeddings
Evaluating the reliability of acoustic speech embeddings
Robin Algayres
Mohamed Salah Zaiem
Benoît Sagot
Emmanuel Dupoux
22
28
0
27 Jul 2020
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