@article{250510832, title = {Learning When to Think: Shaping Adaptive Reasoning in R1-Style Models via Multi-Stage RL}, author = {Songjun Tu and Jiahao Lin and Qichao Zhang and Xiangyu Tian and Linjing Li and Xiangyuan Lan and Dongbin Zhao}, year = {2025}, eprint = {2505.10832}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.10832v1}, }