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Stanley Bryan Z. Hua

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#natural language process... Preprint Feb 2026

Investigating Social Bias Changes in Quantized Language Models

The first large-scale study of 50 quantized models evaluated on PostTrainingBiasBench, a unified benchmark of 13 closed- and open-ended bias datasets, shows that compression fundamentally alters bias patterns, requiring crucial post-quantization evaluation and interventions to ensure reliability in practice.

Stanley Bryan Z. Hua, Sanae Lotfi, Irene Y. Chen · 4 citations