Emilio Ferrara

QuantiBias: Benchmarking Quantization-Induced Bias in LLMs

A benchmark that pairs a generative, multilingual stereotype probe with the refusal and multiple-choice controls that isolate open-ended generation, contrasts each build with and without reasoning, and rates the content severity of what it generates.