Proudly introducing Sigma, the first large scale (3B/8B) continuous diffusion language models that are competitive with masked discrete diffusion language models. See our technical report and X post for more details. This is the work I co-led as a research intern at NVIDIA during summer 2026. Code and model weights will be released soon (currently under internal review).