Numina teaches AI video models how to count
Researchers just released Numina, a training-free framework that forces text-to-video models to generate the exact number of objects requested in a prompt. By catching inconsistencies in attention heads and guiding regeneration, it improved counting accuracy on Wan2.1 by up to 7.4% without any fine-tuning.