AI RESEARCH

Consistent Diffusion Language Models

arXiv CS.LG

ArXi:2605.00161v1 Announce Type: new Diffusion language models (DLMs) are an attractive alternative to autoregressive models because they promise sublinear-time, parallel generation, yet practical gains remain elusive as high-quality samples still demand hundreds of refinement steps. In continuous domains, consistency