From Next-Token to Next-Block: A Principled Adaptation Path for Diffusion LLMs

The article likely discusses a novel approach to adapting diffusion models for large language modeling, potentially focusing on improving efficiency or performance. The title suggests a shift in the fundamental unit of processing, from individual tokens to blocks of tokens, within the diffusion framework. The 'principled adaptation path' implies a structured and theoretically sound method for this adaptation.