@article{justenoughthinkingefficientreasoningwith,
  title = {Just Enough Thinking: Efficient Reasoning with Adaptive Length Penalties Reinforcement Learning},
  author = {Violet Xiang and Chase Blagden and Rafael Rafailov and Nathan Lile and Sang Truong and Chelsea Finn and Nick Haber},
  year = {2025},
  eprint = {2506.05256},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2506.05256v1},
}