@article{dirlanefficientposttrainingframeworkford,
  title = {DiRL: An Efficient Post-Training Framework for Diffusion Language Models},
  author = {Ying Zhu and Jiaxin Wan and Xiaoran Liu and Siyang He and Qiqi Wang and Xu Guo and Tianyi Liang and Zengfeng Huang and Ziwei He and Xipeng Qiu},
  year = {2025},
  eprint = {2512.22234},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2512.22234},
}