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Speech technology is integral to our lives. However, it still has pain points. For example, state-of-the-art speech recognisers have trouble with long utterances. Dictate to your phone for more than a minute, and it may slow down.
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Linear Time Complexity Conformers with SummaryMixing for Streaming Speech Recognition
AuthorTitouan Parcollet, Rogier van Dalen, Shucong Zhang, Sourav Bhattacharya
PublishedInternational Conference on Acoustics, Speech, and Signal Processing (ICASSP)
Date2025-04-07
Linear-Complexity Self-Supervised Learning for Speech Processing
AuthorShucong Zhang, Titouan Parcollet, Rogier van Dalen, Sourav Bhattacharya
PublishedAnnual Conference of the International Speech Communication Association (INTERSPEECH)
Date2024-09-02
SummaryMixing: A Linear-Complexity Alternative to Self-Attention for Speech Recognition and Understanding
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Speech technology is integral to our lives. However, it still has pain points. For example, state-of-the-art speech recognisers have trouble with long utterances.
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