An eyewitness tells In Touch Weekly magazine, "He called her his girlfriend and said that he loved her."
The couple spent the rest of the party sitting together and holding hands.
Ventimiglia recently shrugged off romance reports, insisting he and his co-star were just "close friends."
He said, "It's only natural that people are going to couple us together."
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