LLMs Silently Correct African American English: Auditing and Mitigating Dialect Bias via Activation Steering

Huan Wu, Ali Emami, Muhammad Furquan Hassan +5

African American English (AAE), a rule-governed dialect spoken by over 30 million people, is routinely misinterpreted and "corrected" by large language models (LLMs). Across six in…