@article{evidencestaterewardsforlongcontextreason, title = {Evidence-State Rewards for Long-Context Reasoning}, author = {Ya Gao and Pekka Marttinen}, year = {2026}, eprint = {2607.02073}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.02073}, }