ValSub: Subsampling Validation Data to Mitigate Forgetting during ASR Personalization

Haaris Mehmood, Karthikeyan Saravanan, Pablo Peso Parada +5

Automatic Speech Recognition (ASR) is widely used within consumer devices such as mobile phones. Recently, personalization or on-device model fine-tuning has shown that adaptation…