Know When You're Wrong: Aligning Confidence with Correctness for LLM Error Detection

Xie Xiaohu, Liu Xiaohu, Yao Benjamin

As large language models (LLMs) are increasingly deployed in critical decision-making systems, the lack of reliable methods to measure their uncertainty presents a fundamental trus…