Benefits of pre-trained mono- and cross-lingual speech representations for spoken language understanding of Dutch dysarthric speech

Benefits of pre-trained mono- and cross-lingual speech representations for spoken language understanding of Dutch dysarthric speech

Abstract With the rise of deep learning, spoken language understanding (SLU) for command-and-control applications such as a voice-controlled virtual assistant can offer reliable hands-free operation to physically disabled individuals. However, due to data scarcity, it is still a challenge to process...

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Bibliographic Details
Main Authors: Pu Wang, Hugo Van hamme
Format: Article
Language:English
Published: SpringerOpen 2023-04-01
Series:EURASIP Journal on Audio, Speech, and Music Processing
Subjects:
Spoken language understanding
Low resources dysarthric speech
Pre-training
Self-supervised learning
Transformers
Time-delay neural network
Online Access:https://doi.org/10.1186/s13636-023-00280-z

Internet

https://doi.org/10.1186/s13636-023-00280-z

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