Automatic Speech Recognition (ASR) systems have found their use in numerous industrial applications in very diverse domains creating a need to adapt to new ...
In this work, we introduce domain-prompts, a methodology that involves training a small number of domain embedding parameters to prime a Transformer-based ...
Automatic Speech Recognition (ASR) systems have found their use in numerous industrial applications in very diverse domains. Since domain-specific systems ...
Oct 13, 2021 · In this work, we overcome the problem using prompt-tuning, a methodology that trains a small number of domain token embedding parameters to prime a transformer ...
Dec 16, 2021 · Automatic Speech Recognition (ASR) systems have found their use in numerous industrial applications in very diverse domains.
Dec 16, 2021 · Automatic Speech Recognition (ASR) systems have found their use in numerous industrial applications in very diverse domains.
Dec 17, 2021 · This paper highlights our recent work on how prompts can be used in ASR systems. They can improve WER 7-14 % for low resource domains.
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To the best of our knowledge, we are the first to apply prompt-tuning for domain-adaptation of ASR systems. ... computing resources to accelerate advances in ...
In this work, we introduce domain-prompts, a methodology that involves training a small number of domain embedding parameters to prime a Transformer-based ...
May 5, 2023 · Kirchhoff, “Domain Prompts: Towards memory and compute efficient domain adaptation of ASR systems,” in Proc. Interspeech 2022, 2022. [7] E ...