Bias Similarity Measurement: A Black-Box Audit of Fairness Across LLMs

Hyejun Jeong, Shiqing Ma, Amir Houmansadr

Large Language Models (LLMs) reproduce social biases, yet prevailing evaluations score models in isolation, obscuring how biases persist across families and releases. We introduce…