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Ziheng Cheng

1 paper indexed

arxivcs.CLcs.LG2026-07-22

Multi-Mask Diffusion Language Models for Few-Step Generation

Sijin Chen, Yinuo Ren, Heyang Zhao, Ziheng Cheng, Quanquan Gu, Lexing Ying

Masked diffusion models (MDMs) are a promising family of language generators, but achieving high-quality few-step generation remains challenging. In MDMs, all forward trajectories collapse to a single fully masked state, leaving no terminal entropy for consistency-style few-step…

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