Xiaoou Liu

Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey

2025

Uncertainty quantification (UQ) enhances the reliability of Large Language Models (LLMs) by estimating confidence in outputs, enabling risk mitigation and selective prediction. However, traditional UQ methods struggle with LLMs due to computational constraints and decoding …