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

arXiv cs.CL · 2026-05-19 Cached

This paper introduces WINO and WINO+, methods that enable revokable parallel decoding in diffusion LLMs and distill efficient denoising trajectories, significantly improving the quality-speed trade-off.

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