@article{balancingclassificationandcalibrationper, title = {Balancing Classification and Calibration Performance in Decision-Making LLMs via Calibration Aware Reinforcement Learning}, author = {Duygu Nur Yaldiz and Evangelia Spiliopoulou and Zheng Qi and Siddharth Varia and Srikanth Doss and Nikolaos Pappas}, year = {2026}, eprint = {2601.13284}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.13284}, }