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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