Jolie, 30, has been filming thriller The Good Shepherd with Robert De Niro and Matt Damon. It was reported earlier this month that she was pregnant with twins.
The Tomb Raider star already has two adopted children, Maddox, four, and baby Zahara. It is thought the couple, who met while filming Mr & Mrs Smith, will marry later this year.