contextual-residuals

This paper introduces Residual Context Diffusion (RCD), a module that recycles discarded token representations in diffusion language models to improve efficiency and accuracy, achieving 5–10% better accuracy and up to 4–5x fewer denoising steps on challenging reasoning tasks.