An exact inference algorithm over finite automata enables guaranteed constraint satisfaction in diffusion language models with logarithmic-depth parallel sampling.
XGrammar: Flexible and efficient structured generation engine for large language models.Proceedings of Machine Learning and Systems, 7, 2025
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Constrained Decoding for Diffusion Language Models via Efficient Inference over Finite Automata
An exact inference algorithm over finite automata enables guaranteed constraint satisfaction in diffusion language models with logarithmic-depth parallel sampling.