@article{semanticdlmimprovingdiffusionlanguagemod,
  title = {Semantic DLM+: Improving Diffusion Language Models through Bias-variance Trade-off in Transition Kernel Design},
  author = {Keyue Jiang and Yuxiang Wang and Yanan Zhao and Xiang Yu and Qifang Zhao and Bohan Tang and Baojian Zhou and Yanghua Xiao and Lin Qu and Xiaoxiao Xu},
  year = {2026},
  eprint = {2606.15327},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.15327},
}