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cs.CL2025
DYNAC: Dynamic Vocabulary based Non-Autoregressive Contextualization for Speech Recognition
Yui Sudo, Yosuke Fukumoto, Muhammad Shakeel +3
Contextual biasing (CB) improves automatic speech recognition for rare and unseen phrases. Recent studies have introduced dynamic vocabulary, which represents context phrases as ex…
cs.CL2025
OWSM v4: Improving Open Whisper-Style Speech Models via Data Scaling and Cleaning
Yifan Peng, Shakeel Muhammad, Yui Sudo +4
The Open Whisper-style Speech Models (OWSM) project has developed a series of fully open speech foundation models using academic-scale resources, but their training data remains in…