I-CALM: Incentivizing Confidence-Aware Abstention for LLM Selective Answering

Haotian Zong, Binze Li, Yufei Long +3

Large language models (LLMs) often produce confident but incorrect answers, in part because standard evaluation incentives reward guessing over expressing uncertainty. We study epi…