Generalization of Fine-Tuned Uncertainty Communication and Metacognition in Large Language Models

Mark Steyvers, Catarina Belem, Padhraic Smyth

Background. Large language models are increasingly used in settings where confident but incorrect answers can mislead users. Reliable uncertainty communication requires a form of m…