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As far as I know, she loves traditional Italian dishes, especially spaghetti and meatballs with her parents on Sunday.
She talked about this on her Speed Round interview with JoJo. You can find it on YouTube under "lady gaga speed round".
She's mentioned in other interviews (Desi Hits, etc.) that she likes all kinds of food though. I hope I answered your question! :)