Did you have any written agreement that your girlfriend would pay you back? If not, you will have a very difficult time proving the payments wasn't a gift. Your girlfriend is entitled to child support, regardless of the characterization of the loan/gift.
You should argue that it was a partnershipfor investment purposes. Thousands of people enter into partnerships without any written agreement.