"The zero-shot performance was 12.5%. We ran a competition at CVPR on 20 dataset subset. If you had few-shot, that is 1 through 5 image examples, how much do you see the models improve? The lift there, I think maximally was around 10% for a single model. Meaningful especially when you are starting at 12%, but not a panacea."