Proficiency-Aware Adaptation and Data Augmentation for Robust L2 ASR

Ling Sun, Charlotte Zhu, Shuju Shi

General-purpose ASR underperforms for atypical speakers, such as L2 learners, reinforcing bias and limiting use in education and accessibility. Using the CEFR-graded Speak and Impr…