@article{dosdependencyorientedsamplerformaskeddif, title = {DOS: Dependency-Oriented Sampler for Masked Diffusion Language Models}, author = {Xueyu Zhou and Yangrong Hu and Jian Huang}, year = {2026}, eprint = {2603.15340}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.15340}, }