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Large Language Diffusion Models — interactive visual explainer | Rudrite Research

Researchers Nie et al. published a paper on arXiv in 2025 introducing an 8-billion-parameter diffusion language model that generates text by un-masking tokens rather than left-to-right, rivaling autoregressive models. An interactive visual explainer of the paper is available online.

read1 min publishedJun 15, 2026

Generate text by un-masking, not left-to-right — an 8B diffusion LM that rivals autoregression.

Nie et al. · arXiv 2025 · Model Architectures. Read the paper ↗ A free, interactive, animated visual explainer of Large Language Diffusion Models — every exhibit computed from the real formulas, with verbatim quotes from the source.

Questions #

  • What is Large Language Diffusion Models?
  • Generate text by un-masking, not left-to-right — an 8B diffusion LM that rivals autoregression.
  • Who published Large Language Diffusion Models, and where?
  • Nie et al. — arXiv 2025 (arXiv:2502.09992).
  • Where can I find a visual explainer of Large Language Diffusion Models?
  • Right here — a free, interactive, animated walkthrough of the whole paper, with exhibits computed from the real formulas and verbatim quotes from the source.
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