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Existing ASR models for Indic languages are biased toward studio and broadcast
recordings and degrade on spontaneous speech. We address this on two fronts:
Vividh-ASR, a benchmark that stratifies evaluation by acoustic complexity
across four tiers, and a Whisper fine-tuning recipe that systematically








