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Diffusion Models

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Wednesday, 17 June 2026

The Sequence AI of the Week #878: Inside Google Deepmind's First Real Crack in Next-Token Generation

Substack 3 months ago 8

Google DeepMind released DiffusionGemma, a text-diffusion model that generates text differently from transformer-based language models by not sequentially predicting one token at a time. The model uses diffusion-based generation to challenge the conventional left-to-right, next-token prediction approach that has dominated the modern LLM era. This alternative architecture potentially offers a different pathway for text generation beyond the sequential token-by-token method used in GPT-style models and other transformer-based systems.

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