Confidence in Large Language Model Evaluation: A Bayesian Approach to Limited-Sample Challenges

Xiao Xiao, Yu Su, Sijing Zhang +3

Large language models (LLMs) exhibit probabilistic output characteristics, yet conventional evaluation frameworks rely on deterministic scalar metrics. This study introduces a Baye…