RoPoLL: A Robust Statistical Framework for Panel-Based LLM Evaluation Using Geometric Median Aggregation

The LLM Jury, a Panel of LLM Evaluators (PoLL) reporting consensus scores, has become a practical alternative to single-judge LLM evaluation, yet its statistical behavior remains poorly understood…