A Few More Tokens Ahead: Reinforcing Parallelism in Diffusion LLMs.

arXiv:2610.18200v1 Announce Type: cross Abstract: Parallel generation is widely regarded as an inherent advantage of diffusion large language models. Yet our fixed-quota evaluation of four representative models reveals severe degradation across mathematics and