Stupid Drywall Question

I am simply removing the batten. The drywall that is there is remaining. And yall, the joint compound is already SET and DRY. That's why I'm asking about sanding it. Thanks for the tips. I guess it's going to have to be the sanding blocks.
Post some pictures when you get it done, I have to redo my bathroom soon.