Author

P. Jyothi

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Preprint Oct 2026

Ask, Don't Guess: Targeted Clarification for Speech Recognition Errors

Speech recognition in real time in far-field conversational settings still incurs significant errors. Identifying potential error spans during streaming ASR permits a recourse mechanism where the speaker can be asked to repeat the affected content under cleaner acoustic conditions. We propose PARDON, a new framework fo...

Sankalp Parashar, Preethi Jyothi, Sunita Sarawagi · 0 citations

2025

BlockDecoder: Boosting ASR Decoders with Context and Merger Modules

This work proposes B LOCK D ECODER, a novel decoder architecture comprising two distinct components: a text encoder that is purely text-based, and a M ERGER that combines information from the audio encoder and text encoder to generate output tokens.

Darshan Prabhu, P. Jyothi · Neural Information Processin... · 0 citations

Preprint Jul 2026

Language Models are not Equally Robust to Non-Canonical Tokenization across Languages

The study of tokenization robustness serves as a diagnostic of how tightly a model is coupled to its tokenizer, and demonstrates that tokenization robustness is not a universal property of language models, but depends strongly on the language and its interaction with the tokenizer.

Poulami Ghosh, P. Jyothi · 0 citations