Could Taylor Swift and Taylor Lautner be any sweeter?

The pair -- who still haven't announced they are officially dating -- satisfied their sweet teeth with some frozen yogurt after re-shooting some scenes for their upcoming romantic comedy, Valentine's Day, in L.A. on Thursday.

(The two play a high school couple in the ensemble flick, out Feb. 12.)

When they finished filming their scenes, the New Moon star, 17, drove off with the country singer, 19, in his gray Porsche Turbo.

The teens dined at Japanese restaurant Benihana before getting a treat at nearby Menchie's -- a shop frequented by Miley Cyrus, Paris Hilton and Lautner's New Moon costar Ashley Greene -- with Swift's mom and bodyguard.

The group all enjoyed some self-serve frozen yogurt -- Swift got a large! -- and even posed for photos with fans.