A name-substituted variant of the BBQ benchmark shows that LLMs retain nationality stereotypes even when explicit labels are removed, with smaller models showing more bias and lower accuracy.
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Obscured but Not Erased: Evaluating Nationality Bias in LLMs via Name-Based Bias Benchmarks
A name-substituted variant of the BBQ benchmark shows that LLMs retain nationality stereotypes even when explicit labels are removed, with smaller models showing more bias and lower accuracy.