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News/Prefix-Denoising Consistency: Test-Time Verification for Diffusion Language Models
arxiv
PublishedAugust 27, 2026 at 4:00 AM

Prefix-Denoising Consistency: Test-Time Verification for Diffusion Language Models

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arXiv:2608.25311v1 Announce Type: new Abstract: Diffusion Language Models (DLMs) have recently become increasingly competitive with autoregressive (AR) models, and even outperform them on certain tasks. Unlike AR models, DLMs produce output through iterative denoising without a left-to-right order.

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