Georgi Karadzhov

Segment-Level Diffusion: A Framework for Controllable Long-Form Generation with Diffusion Language Models

Diffusion models have shown promise in text generation, but often struggle with generating long, coherent, and contextually accurate text. Token-level diffusion doesn’t model word-order dependencies explicitly and operates on short, fixed output windows, while passage-level diffusion struggles with…