[Accepted By EMNLP 2026 Main Conference] Sequential Diffusion Language Model (SDLM) enhances pre-trained autoregressive language models by adaptively determining generation length and maintaining KV-cache compatibility, achieving high efficiency and throughput. - View it on GitHub