Nicolas Bourrel

A Probe Shift Is Not a Fairness Fix: The Limits of Representation Steering in Speech Models

Automatic speech recognition (ASR) systems exhibit unequal error rates across speaker groups, motivating interventions on their internal representations. We ask whether speaker-linked attributes that are linearly readable from pretrained ASR encoders yield useful directions for reducing group word-error-rate (WER) gaps...