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1
CCMatrix: Mining Billions of High-Quality Parallel Sentences on the Web ...
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2
LIBRI-LIGHT: a benchmark for asr with limited or no supervision
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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3
Unsupervised pretraining transfers well across languages
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)
Abstract: International audience ; Cross-lingual and multilingual training of Automatic Speech Recognition (ASR) has been extensively investigated in the supervised setting. This assumes the existence of a parallel corpus of speech and orthographic transcriptions. Recently, contrastive predictive coding (CPC) algorithms have been proposed to pretrain ASR systems with unlabelled data. In this work, we investigate whether unsupervised pretraining transfers well across languages. We show that a slight modification of the CPC pretraining extracts features that transfer well to other languages, being on par or even outperforming supervised pretraining. This shows the potential of unsuper-vised methods for languages with few linguistic resources.
Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]; [INFO.INFO-SD]Computer Science [cs]/Sound [cs.SD]; Cross-lingual; Low resources; Unsupervised pretraining
URL: https://hal.archives-ouvertes.fr/hal-02959418
https://hal.archives-ouvertes.fr/hal-02959418/file/2002.02848.pdf
https://doi.org/10.1109/ICASSP40776.2020.9054548
https://hal.archives-ouvertes.fr/hal-02959418/document
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4
Beyond English-Centric Multilingual Machine Translation ...
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5
Unsupervised pretraining transfers well across languages ...
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6
CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WEB ...
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7
Cooperative Learning of Disjoint Syntax and Semantics ...
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8
Unsupervised Hyperalignment for Multilingual Word Embeddings ...
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9
Loss in Translation: Learning Bilingual Word Mapping with a Retrieval Criterion ...
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10
Unsupervised Alignment of Embeddings with Wasserstein Procrustes ...
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11
Alternative structures for character-level RNNs ...
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