Side-by-side Comparison Amplifies Dialect Bias in Language Models

ArXi:2605.24384v1 Announce Type: cross Language models (LMs) can exhibit systematic biases against speakers based on variations in their dialects, even in the absence of a dialect label, a behavior known as covert dialect bias. In this work, we quantify covert dialect bias in online dis