@article{learntoreasonefficientlywithadaptive, title = {Learn to Reason Efficiently with Adaptive Length-based Reward Shaping}, author = {Wei Liu and Ruochen Zhou and Yiyun Deng and Yuzhen Huang and Junteng Liu and Yuntian Deng and Yizhe Zhang and Junxian He}, year = {2025}, eprint = {2505.15612}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.15612v1}, }