@article{unsupervisedconfidencecalibrationforreas, title = {Unsupervised Confidence Calibration for Reasoning LLMs from a Single Generation}, author = {Thomas Zollo and Jimmy Wang and Richard Zemel}, year = {2026}, eprint = {2604.19444}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.19444}, }