@article{beyondthetradeoffselfsupervisedreinforce, title = {Beyond the Trade-off: Self-Supervised Reinforcement Learning for Reasoning Models' Instruction Following}, author = {Qingyu Ren and Qianyu He and Bowei Zhang and Jie Zeng and Jiaqing Liang and Yanghua Xiao and Weikang Zhou and Zeye Sun and Fei Yu}, year = {2025}, eprint = {2508.02150}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.02150}, }