When to Plan, When to Polish: Noise Level as a Granularity Axis for Diffusion Language Models

Peihong Li, Yuanjie Shi, Yan Yan

Standard tokenwise diffusion LMs keep training corruption and inference commitment at token granularity throughout denoising. At high noise, this leaves scattered local fragments r…