How do you ask " Are you two going out" in Japanese?

Question:

im just wondering. i want to make fun of my Japanese friend XD

Answer:

I would say...

二人付き合ってるの？
Futari tsukiatteru no?
Are you two going out?

二人彼氏彼女？
Futari kareshi kanojo?
Are you two boyfriend girlfriend?