Xiao, Z. et al. 2026. Enhancing Uncertainty Estimation in LLMs with Expectation of Aggregated Internal Belief. Proceedings of the AAAI Conference on Artificial Intelligence. 40, 40 (Mar. 2026), 34043–34051. DOI:https://doi.org/10.1609/aaai.v40i40.40698.