They might have a different definition of adversarial than you.
> My tests for quite pedestrian APIs often contain adversarial input of obvious shapes.
This doesn't seem like what I would call adversarial.
This seems like standard negative testing or boundary value analysis - which I would be shocked if they didn't do.