semantic hierarchy of a different word so you can see how that's bringing in the information that should help with generalization and so it actually does better on those kind of systemic evals so this is one way of like widening that peak and someone excitedly though if we just slot GPT one in as well it performs just as well on the more robust transfer setting so there we didn't have to you know manually curate that the relations between words or build Ward Annette we kind of let a language model figure it out and so I think this really again is