Diffusion Language Models: How NVIDIA's Nemotron-Labs DLM Is Killing Token-by-Token Generation


Published May 25, 2026 · 18 min read







Table of Contents



The Token-by-Token Tax — Why We Need Something Better
Why Autoregressive Generation Is Fundamentally Memory-Bound
What Is a Diffusion Language Model?
The Efficient-DLM Training...