When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs - Li, Xiaomin; Yu, Zhou; Zhang, Zhiwei; Chen, Xupeng; Zhang, Ziji; Zhuang, Yingying; Sadagopan, Narayanan; Beniwal, Anurag (Advances in Neural Information Processing Systems, 2025)