The two were spotted kissing on a balcony in New Orleans after weeks of not being spotted together.
A source told E! that they could hardly keep their hands off of each other during filming. The insider explained, "While they were waiting for the shot to be set up, they were kissing nonstop. They hung out together the entire time and never left each other's sides. They were sweet together and clearly missed each other a lot."
But their make out sesh was not the only thing that caught fans attention.
From the photos, it looked like Ana was also sporting a very telling piece of jewelry--a diamond ring on her left ring finger.
A source later clarified to PEOPLE that the ring was a piece of costume jewelry and not an engagement ring.
According to the article, "The ring is simply a piece of costume jewelry from the movie the couple is currently filming together, in which they play a married couple."
Though they might not be ready for that step just yet, that does not mean they don't see a future together.
In April, a source told Us Weekly that Ben even thought about having kids with Ana: "Ben loves children and loves being a dad. He would love to have kids with her one day."