CForce: Boosting Parallel Decoding for dLLMs via Consistency Forcing
arXiv:2608.13925v1 Announce Type: new Abstract: Diffusion large language models (dLLMs) accelerate language generation by predicting multiple masks in a single forward pass. However, existing dLLMs can suffer from unreliable predictions in early denoising stages under aggressive parallelism…