linguistic-profiling

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From a River in Gilead to the Inference Distributions of Large Language Models: Covert Dialect Bias and Linguistic Profiling at Scale

arXiv cs.CL ↗ · 2026-09-17 Cached

This paper examines covert dialect bias in large language models by analyzing their internal probability distributions across four English dialects, finding that models associate more negative housing-related adjectives with African American Vernacular English and Nigerian Pidgin, reflecting inherited biases similar to human discrimination.

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