# Calibrated Confidence in Controllable Video Models
In the recent preprint *“World Models That Know When They Don't Know: Controllable Video Generation with Calibrated Uncertainty”* (Mei et al., 2025) ([huggingface.co](https://huggingface.co/papers/2512.05927#:~:text=empower%20video%20models%20...