arXiv:2509.25035 [cs.CL]AbstractReferencesReviewsResources Classifications Subjects Themes Keywords discrete diffusion divergence instruct, ultra-fast language generation, additional training wall-clock time, didi-instruct model achieves comparable Tags Journal Information Publisher Journal Year Month Volume Number Pages DOI URL Miscellaneous Typesetting Pages Language License Submit Reset