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The Ohio State University, Columbus, OH, USA
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Counterintuitively, scaling up LLM decoders in speech recognition doesn't guarantee fairness; audio encoder design matters more, as Whisper's pathological hallucinations on Indian-accented speech and repetition loops under masking demonstrate.
Recurrent-depth transformers don't just memorize facts, they learn to *reason* with them, unlocking systematic generalization and depth extrapolation that eludes standard transformers.
