So fast for simple tasks? Diffusion Language Models are Super Data Learners Better utilizes web data with incomplete causal structures, showed improved performance in iterative learningDiffusion models are interestingHN Discussionhttps://rnikhil.com/2025/03/06/diffusion-models-evalarxiv.orghttps://arxiv.org/pdf/2502.09992Block Diffusion: Interpolating Between Autoregressive and Diffusion...Diffusion language models offer unique benefits over autoregressive models due to their potential for parallelized generation and controllability, yet they lag in likelihood modeling and are...https://openreview.net/forum?id=tyEyYT267xInception Labs APIInception LabsWe are leveraging diffusion technology to develop a new generation of LLMs. Our dLLMs are much faster and more efficient than traditional auto-regressive LLMs. And diffusion models are more accurate, controllable, and performant on multimodal tasks.https://www.inceptionlabs.ai/news