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RECAST: Retrieval-Augmented Contextual ASR via Decoder-State Keyword Spotting

This repository will host the code for our paper:

RECAST: Retrieval-Augmented Contextual ASR via Decoder-State Keyword Spotting
Ashish Mittal, Sunita Sarawagi, Preethi Jyothi
IBM Research & IIT Bombay

📄 Paper PDF


Overview

RECAST introduces a lightweight retrieval-augmented framework for contextual ASR.
It leverages decoder-state embeddings of a pretrained ASR model to retrieve and bias relevant keywords from large dictionaries, achieving strong improvements in WER and entity recall across diverse domains and languages.


Status

🚧 Code will be added soon. Stay tuned!


Citation

If you find this work useful, please cite:

@inproceedings{mittal2025recast,
  title={RECAST: Retrieval-Augmented Contextual ASR via Decoder-State Keyword Spotting},
  author={Mittal, Ashish and Sarawagi, Sunita and Jyothi, Preethi},
  booktitle={Proceedings of ACL},
  year={2025}
}

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