Those tokenizers are identical. You can check it by just comparing the files over at https://huggingface.co/facebook/bart-base/tree/main 4 and https://huggingface.co/facebook/bart-large/tree/main
Incidentally, they’re also the same as the ones for roberta-* models.
We duplicate tokenizers into their models for ease of use (a model id is all you need)