Roll Out and Roll Back: Diffusion LLMs are Their Own Efficiency Teachers

Fanqin Zeng, Feng Hong, Geng Yu +6

Diffusion Large Language Models (DLLMs) promise fast parallel generation, yet open-source DLLMs still face a severe quality-speed trade-off: accelerating decoding by revealing mult…