@article{thinklessatrainingfreeinferenceefficient, title = {ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy}, author = {Gengyang Li and Yifeng Gao and Yuming Li and Yunfang Wu}, year = {2025}, eprint = {2505.15684}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.15684v1}, }