Sumi: Uniform-Diffusion Language Model with 7 Billion Parameters Trained from Scratch18. June 2026AI ModelsSumi is the first openly available Uniform-Diffusion language model trained from scratch at the 7-billion-parameter scale and addresses a research gap between established autoregressive and masked diffusion approaches. Share on: