Consistency Diffusion Language Models Achieve 14x Faster Inference Through KV Caching and Step Reduction

Consistency Diffusion Language Models (CDLM) represent a breakthrough in language model architecture that addresses key limitations of standard diffusion models. While traditional diffusion language models offer parallel generation capabilities by iteratively refining masked sequ