If you do, do they just assume Caucasian?
Yes. But is it listed anywhere else? Your SAT/ACT score report or your transcript?
As to what they will “assume,” who knows? They won’t say.But they may make assumptions based on surname, parents’ place of birth, or a number of other things. They will certainly not assume you are URM, though, IMO