@article{precedentinformedreasoningmitigatingover, title = {Precedent-Informed Reasoning: Mitigating Overthinking in Large Reasoning Models via Test-Time Precedent Learning}, author = {Qianyue Wang and Jinwu Hu and Huanxiang Lin and Bolin Chen and Zhiquan Wen and Yaofo Chen and Yu Rong and Mingkui Tan}, year = {2026}, eprint = {2602.14451}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.14451}, }