@article{rewardmodelsaremetricsinatrenchcoat, title = {Reward Models are Metrics in a Trench Coat}, author = {Sebastian Gehrmann}, year = {2025}, eprint = {2510.03231}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.03231}, }