“Unlocking Lossless Speedups in LLMs via Discrete Diffusion” Diffusion LMs can generate in parallel but usually sacrifices quality. This paper combines both by training lightweight diffusion adapters to draft multiple tokens in parallel, while the original AR model verifies

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