National University of Singapore Presents "DMax": A New Paradigm For Diffusion Language Models (dLLMs) Enabling Aggressive Parallel Decoding.

##TL;DR: **DMax cleverly mitigates error accumulation by reforming decoding as a progressive self-refinement process, allowing the model to correct its own erroneous predictions during generation.** --- ##Abstract: >We present DMax, a new paradigm for efficient diffusion language models (dLLM