What Is Next-Concept Modeling (NCM)? How is it 10–31× Faster Than Diffusion LMs?
Stanford’s Next-Concept Modeling generates text from coarse to fine in parallel, delivering 10–31× speedups over diffusion language models. Here’s how it works and what the results mean.