When Entanglement Lower-Bounds Disparity: Auditing and Repairing Demographic Fairness in Audio Understanding Models
TRAD, an audit grid crossing 120 texts, 24 rendered demographic voice profiles, and ten expressive styles via controllable text-to-speech, isolating perceived demographic attributes from content and affect is introduced.