@article{dontoverthinkitasurveyofefficientr1style, title = {Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models}, author = {Linan Yue and Yichao Du and Yizhi Wang and Weibo Gao and Fangzhou Yao and Li Wang and Ye Liu and Ziyu Xu and Qi Liu and Shimin Di and Min-Ling Zhang}, year = {2025}, eprint = {2508.02120}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.02120}, }