beat

Definition

To outperform an existing approach — the word that carries the claim in titles such as "Diffusion Models Beat GANs on Image Synthesis." What it is worth depends entirely on the fine print: which benchmark, which baseline implementation, and whether both sides received comparable compute and hyperparameter tuning. Under-tuned baselines are the most common way a beating claim ends up larger than the underlying effect.