Jeffrey Shorthill

Bundled Dialect Contrasts Measure a Mixture: A Feature-Isolating Matched-Pair Audit of Safety-Critical Support in Language Models

Prior audits establish dialect bias in language models. It can appear as covert stereotypes attached to African American English and as lower quality of service for dialect-marked users. Those audits compare a dialect-marked prompt with an unmarked one, and the two prompts differ...