How about just saying the truth: "when I'm working I don't want to be interrupted, so if you want my help you must wait until I'm done, even if it means waiting until 10PM".

Then if their question is lazy feel free to say "I don't know".

I wouldn't worry about them "not learning anything". That's their problem.