@inproceedings{ ma2026from, title={From token probabilities to calibrated confidence: An empirical study of mathematical question answering}, author={Avery Ma and Lorne Schell and Vin Bhaskara and Leila Pishdad}, booktitle={ICML 2026 Workshop on Structured Probabilistic Inference {\&} Generative Modeling}, year={2026}, url={https://openreview.net/forum?id=UoHjQf0umi} }