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Preprint Oct 2026

GRAFT: Restoring the Missing Sampling Interface in Continuous Diffusion Language Models

Continuous diffusion language models generate a whole sequence in parallel, never drawing a single word at any intermediate step; only the final step turns embeddings into text. Models such as ELF now report autoregressive-level quality at a fraction of the sampling steps of discrete-token diffusion models, and this de...

Hao Yang, Li-Li Pan · 0 citations

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