The recipe table's data axis, measured. Both recipes start from the same pretrained ResNet-50 and train under the same budget; only the training set grows. Before reading the chart: at one image per class, which recipe would you back, and by how much? The full − frozen view is the same runs with the question asked directly — above the zero line, fine-tuning everything wins.