2020

Unsupervised pretraining transfers well across languages

Rivière, Morgane, Joulin, Armand, Mazaré, Pierre-Emmanuel et al.

Understand

Cross-lingual and multi-lingual 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.

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