Apple proposes Residual Context Diffusion Language Models

Apple ML Research introduces Residual Context Diffusion (RCD) for dLLMs, enabling parallel token decoding via a residual mechanism that iteratively refines all tokens. RCD achieves competitive perplexity while allowing faster generation compared to autoregressive models.