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Hits 1 – 14 of 14
1
The Zero Resource Speech Challenge 2021: Spoken language modelling
Dunbar, Ewan
;
Bernard, Mathieu
;
Hamilakis, Nicolas
...
In: ISSN: 0162-8828 ; IEEE Transactions on Pattern Analysis and Machine Intelligence ; https://hal.inria.fr/hal-03329301 ; IEEE Transactions on Pattern Analysis and Machine Intelligence, Institute of Electrical and Electronics Engineers, 2021, pp.1-1. ⟨10.1109/TPAMI.2021.3083839⟩ (2021)
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2
The Zero Resource Speech Challenge 2021: Spoken language modelling
Dunbar, Ewan
;
Bernard, Mathieu
;
Hamilakis, Nicolas
...
In: Interspeech 2021 - Conference of the International Speech Communication Association ; https://hal.inria.fr/hal-03329301 ; Interspeech 2021 - Conference of the International Speech Communication Association, Aug 2021, Brno, Czech Republic. ⟨10.1109/TPAMI.2021.3083839⟩ (2021)
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3
VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation
Wang, Changhan
;
Rivière, Morgane
;
Lee, Ann
. - : HAL CCSD, 2021
In: https://hal.inria.fr/hal-03329290 ; 2021, ⟨10.18653/v1/2021.acl-long.80⟩ (2021)
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4
VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation ...
Wang, Changhan
;
Rivière, Morgane
;
Lee, Ann
. - : arXiv, 2021
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5
VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Dupoux, Emmanuel
;
Haziza, dhaziza@fb.com
. - : Underline Science Inc., 2021
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6
The Zero Resource Speech Challenge 2021: Spoken language modelling ...
Dunbar, Ewan
;
Bernard, Mathieu
;
Hamilakis, Nicolas
;
Nguyen, Tu Anh
;
de Seyssel, Maureen
;
Rozé, Patricia
;
Rivière, Morgane
;
Kharitonov, Eugene
;
Dupoux, Emmanuel
. - : arXiv, 2021
Abstract:
We present the Zero Resource Speech Challenge 2021, which asks participants to learn a language model directly from audio, without any text or labels. The challenge is based on the Libri-light dataset, which provides up to 60k hours of audio from English audio books without any associated text. We provide a pipeline baseline system consisting on an encoder based on contrastive predictive coding (CPC), a quantizer ($k$-means) and a standard language model (BERT or LSTM). The metrics evaluate the learned representations at the acoustic (ABX discrimination), lexical (spot-the-word), syntactic (acceptability judgment) and semantic levels (similarity judgment). We present an overview of the eight submitted systems from four groups and discuss the main results. ... : Submitted to Interspeech 2021. arXiv admin note: text overlap with arXiv:2011.11588 ...
Keyword:
Artificial Intelligence cs.AI
;
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://arxiv.org/abs/2104.14700
https://dx.doi.org/10.48550/arxiv.2104.14700
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7
Textless Speech Emotion Conversion using Discrete and Decomposed Representations ...
Kreuk, Felix
;
Polyak, Adam
;
Copet, Jade
. - : arXiv, 2021
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8
The Zero Resource Speech Benchmark 2021: Metrics and baselines for unsupervised spoken language modeling
Nguyen, Tu Anh
;
De Seyssel, Maureen
;
Rozé, Patricia
...
In: NeuRIPS Workshop on Self-Supervised Learning for Speech and Audio Processing ; https://hal.archives-ouvertes.fr/hal-03070362 ; NeuRIPS Workshop on Self-Supervised Learning for Speech and Audio Processing, Dec 2020, Virtuel, France (2020)
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9
Towards unsupervised learning of speech features in the wild
Rivière, Morgane
;
Dupoux, Emmanuel
In: SLT 2020 : IEEE Spoken Language Technology Workshop ; https://hal.archives-ouvertes.fr/hal-03070411 ; SLT 2020 : IEEE Spoken Language Technology Workshop, Dec 2020, Shenzhen / Virtual, China (2020)
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10
LIBRI-LIGHT: a benchmark for asr with limited or no supervision
Kahn, Jacob
;
Rivière, Morgane
;
Zheng, Weiyi
...
In: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing ; https://hal.archives-ouvertes.fr/hal-02959460 ; ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelona / Virtual, Spain. pp.7669-7673, ⟨10.1109/ICASSP40776.2020.9052942⟩ (2020)
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11
Data Augmenting Contrastive Learning of Speech Representations in the Time Domain
Kharitonov, Eugene
;
Rivière, Morgane
;
Synnaeve, Gabriel
...
In: SLT 2020 - IEEE Spoken Language Technology Workshop ; https://hal.archives-ouvertes.fr/hal-03070321 ; SLT 2020 - IEEE Spoken Language Technology Workshop, Dec 2020, Shenzhen / Virtual, China (2020)
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12
Unsupervised pretraining transfers well across languages
Rivière, Morgane
;
Joulin, Armand
;
Mazaré, Pierre-Emmanuel
...
In: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing ; https://hal.archives-ouvertes.fr/hal-02959418 ; ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelona / Virtual, Spain. pp.7414-7418, ⟨10.1109/ICASSP40776.2020.9054548⟩ (2020)
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13
Unsupervised pretraining transfers well across languages ...
Rivière, Morgane
;
Joulin, Armand
;
Mazaré, Pierre-Emmanuel
. - : arXiv, 2020
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14
The Zero Resource Speech Benchmark 2021: Metrics and baselines for unsupervised spoken language modeling ...
Nguyen, Tu Anh
;
de Seyssel, Maureen
;
Rozé, Patricia
. - : arXiv, 2020
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