@article{thinkhowtothinkmitigatingoverthinkingwit, title = {Think How to Think: Mitigating Overthinking with Autonomous Difficulty Cognition in Large Reasoning Models}, author = {Yongjiang Liu and Haoxi Li and Xiaosong Ma and Jie Zhang and Song Guo}, year = {2025}, eprint = {2507.02663}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.02663}, }