d-OPD: Future-Aware On-Policy Distillation for Block Diffusion Language Models.

arXiv:2609.35362v1 Announce Type: cross Abstract: Large language models (LLMs) typically generate text autoregressively (AR), predicting one token at a time. Block diffusion language models (dLLMs) instead generate blocks sequentially while denoising multiple