@article{dereasonadifficultyawarecurriculumimprov,
  title = {DeReason: A Difficulty-Aware Curriculum Improves Decoupled SFT-then-RL Training for General Reasoning},
  author = {Hanxu Hu and Yuxuan Wang and Maggie Huan and Jannis Vamvas and Yinya Huang and Zhijiang Guo and Rico Sennrich},
  year = {2026},
  eprint = {2603.11193},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.11193},
}