With respect to the pretraining data, its true that we're probably SOL there in terms of verification. But for fine-tuning, they could still publish the dataset and see if others can reproduce their results as well as audit for contamination.

If we're comparing benchmark deltas between different fine-tuned variants that share the same base models, that seems like the bare minimum we should expect to come along with performance claims.