Nguyen, M., Gupta, S. and Le, H. (2026) “Probabilities Are All You Need: A Probability-Only Approach to Uncertainty Estimation in Large Language Models”, Proceedings of the AAAI Conference on Artificial Intelligence, 40(38), pp. 32546–32554. doi: 10.1609/aaai.v40i38.40531.