You also need the training data, so you can ensure you're not benchmarking on the training set, fine-tuning on the training set (overfitting with extra steps),

You also need the training data, so you can ensure you're not benchmarking on the training set, fine-tuning on the training set (overfitting with extra steps), or otherwise breaking things.