@article{seifselfevolvingreinforcementlearningfor, title = {SEIF: Self-Evolving Reinforcement Learning for Instruction Following}, author = {Qingyu Ren and Qianyu He and Jiajie Zhu and Xingzhou Chen and Jingwen Chang and Zeye Sun and Han Xia and Fei Yu and Jiaqing Liang and Yanghua Xiao}, year = {2026}, eprint = {2605.07465}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.07465}, }