ELF-REG: Scaling Continuous Diffusion Language Models to Reasoning TasksZeyu Michael Li, 6 October 2026We extend ELF to mathematical reasoning and code generation with representation alignment and entanglement, then examine early-stop and clean-prediction re-noising.