@article{lookaheadthenverifyreliableconstrainedde, title = {Lookahead-then-Verify: Reliable Constrained Decoding for Diffusion LLMs under Context-Free Grammars}, author = {Yitong Zhang and Yongmin Li and Yuetong Liu and Jia Li and Xiaoran Jia and Zherui Li and Ge Li}, year = {2026}, eprint = {2602.00612}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.00612}, }