Large language diffusion models
Shen Nie, Fengqi Zhu, Zebin You, et al.
This paper demonstrates that diffusion models can achieve competitive performance with autoregressive LLMs on core language tasks at scale, challenging the assumption that such capabilities inherently require autoregressive architectures.