most citedOWSM v4: Improving Open Whisper-Style Speech Models via Data Scaling and Cleaning

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cs.LG2025

Benchmarking Training Paradigms, Dataset Composition, and Model Scaling for Child ASR in ESPnet

Anyu Ying, Natarajan Balaji Shankar, Chyi-Jiunn Lin +7

Despite advancements in ASR, child speech recognition remains challenging due to acoustic variability and limited annotated data. While fine-tuning adult ASR models on child speech…