Hesitation-Aware On-Policy Distillation for Diffusion Language Models.

arXiv:2609.33301v1 Announce Type: cross Abstract: Diffusion large language models (dLLMs) generate text by iterative unmasking. At each denoising step, a dLLM proposes a token at every masked position, but the decoder commits only a confident subset of these p