A Statistical Framework for Auditing Behavioral Dependence and Induced Bias in LLM Judges

Chenchen Kuai, Jiwan Jiang, Zihao Zhu +8

The rapid growth of the large language model (LLM) ecosystem raises a critical question: are seemingly diverse models truly independent? Shared pretraining data, distillation, and…