On a five-seed Garhwali ASR benchmark using the official VAANI splits, standard CTC beats Focal CTC, a matra-weighted objective, and Hindi transfer, while speed augmentation and encoder choice provide the only robust gains.
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Seeds Before Objectives: Rethinking Evaluation for Low-Resource Garhwali ASR
On a five-seed Garhwali ASR benchmark using the official VAANI splits, standard CTC beats Focal CTC, a matra-weighted objective, and Hindi transfer, while speed augmentation and encoder choice provide the only robust gains.