updated 09/23/2012 AT 4:00 PM ET
•originally published 09/24/2012 AT 8:00 AM ET
Reunited and it feels so good!
Cooper, 37, and Saldana, 33, who were first spotted getting cozy in January, costar in The Words where their chemistry can be seen on screen.
In the film Cooper – who was named PEOPLE’s 2011 Sexiest Man Alive – plays Rory, a writer who takes credit for another man’s literary success.