@article{tamtrlteacheralignedrewardreshapingformu, title = {TAMTRL: Teacher-Aligned Reward Reshaping for Multi-Turn Reinforcement Learning in Long-Context Compression}, author = {Li Wang and Yandong Wang and Xin Yu and Kui Zhang and Tianhao Peng and Wenjun Wu}, year = {2026}, eprint = {2603.21663}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.21663}, }