Confidence Before Answering: A Paradigm Shift for Efficient LLM Uncertainty Estimation

Changcheng Li, Jiancan Wu, Hengheng Zhang +5

Reliable deployment of large language models (LLMs) requires accurate uncertainty estimation. Existing methods are predominantly answer-first, producing confidence only after gener…