@article{fromefficiencytoadaptivityadeeperlookata,
  title = {From Efficiency to Adaptivity: A Deeper Look at Adaptive Reasoning in Large Language Models},
  author = {Chao Wu and Baoheng Li and Mingchen Gao and Yu Tian and Zhenyi Wang},
  year = {2025},
  eprint = {2511.10788},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.10788},
}