More Thought, Less Accuracy? On the Dual Nature of Reasoning in Vision-Language Models - Tian, Xinyu; Zou, Shu; Yang, Zhaoyuan; He, Mengqi; Waschkowski, Fabian; Wesemann, Lukas; Tu, Peter; Zhang, Jing (International Conference on Learning Representations, 2026)