Dependency-Guided Parallel Decoding in Discrete Diffusion Language Models

Liran Ringel, Ameen Ali, Yaniv Romano

Discrete diffusion language models (dLLMs) accelerate text generation by unmasking multiple tokens in parallel. However, parallel decoding introduces a distributional mismatch: it…