@article{makingsmalllanguagemodelsefficient, title = {Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement}, author = {Xuechen Zhang and Zijian Huang and Chenshun Ni and Ziyang Xiong and Jiasi Chen and Samet Oymak}, year = {2025}, eprint = {2505.07961}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.07961v2}, }