ELLA is a research project that combines diffusion models with LLMs to enhance semantic alignment in image generation. The approach allows text-to-image diffusion models to better understand and follow complex text prompts by integrating large language model capabilities. The repository also includes EMMA, a related technique that enables text-to-image models to accept multi-modal prompts.