Fig. 1: Examples of within-benchmark dynamics patterns.

a Continuous growth (ImageNet benchmark⁵), b saturation/stagnation (UCF101 benchmark²⁴), c stagnation followed by burst (PROTEINS benchmark²⁵). The line shows the trajectory of SOTA results, dots show all benchmarks results (including those not setting new SOTA).