@article{forwardfreediffusionlanguagemodels, title = {Forward-Free Diffusion Language Models with BPTT-Free Looped Refinement}, author = {Haotian Sun and Rushi Qiang and Yuqian Zheng and Bo Dai}, year = {2026}, eprint = {2606.08357}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.08357}, }