@article{riskcontrolledleanasjudgefornaturallangu, title = {Risk-Controlled Lean-as-Judge for Natural-Language Mathematical Reasoning}, author = {Pauline Bourigault and Xiaotong Ji and Matthieu Zimmer and Rasul Tutunov and Haitham Bou Ammar}, year = {2026}, eprint = {2605.28365}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.28365}, }