Audio-AdapterFusion: A Task-ID-free Approach for Efficient and Non-Destructive Multi-task Speech Recognition

no code implementations • 17 Oct 2023 • Hillary Ngai, Rohan Agrawal, Neeraj Gaur, Ronny Huang, Parisa Haghani, Pedro Moreno Mengibar

Adapters are an efficient, composable alternative to full fine-tuning of pre-trained models and help scale the deployment of large ASR models to many tasks.

speech-recognition Speech Recognition

Using Text Injection to Improve Recognition of Personal Identifiers in Speech

no code implementations • 14 Aug 2023 • Yochai Blau, Rohan Agrawal, Lior Madmony, Gary Wang, Andrew Rosenberg, Zhehuai Chen, Zorik Gekhman, Genady Beryozkin, Parisa Haghani, Bhuvana Ramabhadran

We use text-injection to improve the recognition of PII categories by including fake textual substitutes of PII categories in the training data using a text injection method.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2