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What do End-to-End Speech Models Learn about Speaker, Language and
  Channel Information? A Layer-wise and Neuron-level Analysis
v1v2v3 (latest)

What do End-to-End Speech Models Learn about Speaker, Language and Channel Information? A Layer-wise and Neuron-level Analysis

1 July 2021
Shammur A. Chowdhury
Nadir Durrani
Ahmed M. Ali
ArXiv (abs)PDFHTML

Papers citing "What do End-to-End Speech Models Learn about Speaker, Language and Channel Information? A Layer-wise and Neuron-level Analysis"

7 / 7 papers shown
Voice, Bias, and Coreference: An Interpretability Study of Gender in Speech Translation
Voice, Bias, and Coreference: An Interpretability Study of Gender in Speech Translation
Lina Conti
Dennis Fucci
Marco Gaido
Matteo Negri
Guillaume Wisniewski
L. Bentivogli
166
1
0
26 Nov 2025
Analyzing the relationships between pretraining language, phonetic, tonal, and speaker information in self-supervised speech models
Analyzing the relationships between pretraining language, phonetic, tonal, and speaker information in self-supervised speech models
Michele Gubian
Ioana Krehan
Oli Danyi Liu
James Kirby
Sharon Goldwater
SSL
332
1
0
12 Jun 2025
Different Speech Translation Models Encode and Translate Speaker Gender Differently
Different Speech Translation Models Encode and Translate Speaker Gender DifferentlyAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Dennis Fucci
Marco Gaido
Matteo Negri
L. Bentivogli
Marcely Zanon Boito
Giuseppe Attanasio
317
1
0
02 Jun 2025
Speech Representation Analysis based on Inter- and Intra-Model
  Similarities
Speech Representation Analysis based on Inter- and Intra-Model Similarities
Yassine El Kheir
Ahmed M. Ali
Shammur A. Chowdhury
SSL
375
6
0
23 Jun 2024
Speech foundation models in healthcare: Effect of layer selection on
  pathological speech feature prediction
Speech foundation models in healthcare: Effect of layer selection on pathological speech feature prediction
D. Wiepert
Rene L. Utianski
Joseph R. Duffy
John L. Stricker
L. Barnard
David T. Jones
Hugo Botha
197
3
0
02 Feb 2024
Discovering Salient Neurons in Deep NLP Models
Discovering Salient Neurons in Deep NLP ModelsJournal of machine learning research (JMLR), 2022
Nadir Durrani
Fahim Dalvi
Hassan Sajjad
KELMMILM
363
20
0
27 Jun 2022
Mockingjay: Unsupervised Speech Representation Learning with Deep
  Bidirectional Transformer Encoders
Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer EncodersIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019
Andy T. Liu
Shu-Wen Yang
Po-Han Chi
Po-Chun Hsu
Hung-yi Lee
SSL
614
394
0
25 Oct 2019
1
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