MCQA-Eval: Efficient Confidence Evaluation in NLG with Gold-Standard Correctness Labels

Xiaoou Liu, Zhen Lin, Longchao Da +3

Large Language Models (LLMs) require robust confidence estimation, particularly in critical domains like healthcare and law where unreliable outputs can lead to significant consequ…