Open access
Jul 2026
Characterizing LLM performance via a Bayesian lens
A hierarchical Bayesian Beta-Binomial framework for uncertainty-aware evaluation of LLMs on multiple-choice datasets, providing deeper insights into accuracy, consistency, and heterogeneity essential for reliable model benchmarking.
Giannis Manousaridis, John G. Samuelsson, B. Emir et al.
· Frontiers in Applied Mathema... · 0 citations