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1. cute couple
no definite definition yet everyone says it. It's become more of a compliment than a description of a couple. Or at least a form of approval for the said couple.
You and her make such a cute couple.
2. Cute Couple
A couple that are so cute together, you wish you were in a relationship like that. They often look happy to be with each other, and nothing could go wrong for them.
Example..

Girl #1: Aren't James and Milly such a cute couple?
Girl #2: Yeah, nothing could go wrong for them!
Girl #£: I'm so jealous, I'd like a relationship like that.