@article{durableevaluationframeworkadversarialarb, title = {Durable Evaluation Framework: Adversarial Arbitration for Sycophancy Reduction in Large Language Models}, author = {Sam Ryan}, year = {2026}, eprint = {2606.07532}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.07532}, }