One-step Language Modeling via Continuous Denoising

Authors: Chanhyuk Lee, Jaehoon Yoo, Manan Agarawal, Sheel Shah, Jerry Huang, Aditi Raghunathan, Seunghoon Hong, Nicholas M. Boffi†, Jinwoo Kim†

Published in Preprint, 2026