@misc{tu2025learning, 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}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2505.10832} }