A source tells PEOPLE that they broke up a few months ago, revealing: "There was no drama, they've been apart while working. They still care about each other."
"They still have love for one another. They are on good terms with each other and remain close," the source adds.
PEOPLE reported in April that Garfield, 32, and Stone, 26, had taken a break after falling victim to the perils of a long-distance relationship.
Both have been hard at work with their respective movie schedules, with Garfield working on Martin Scorsese's new film, Silence, on location in Taiwan earlier this year.
The pair were last spotted together in Los Angeles in August, and before that in Venice, Calif. in May.
Reps for both have not commented.
Reporting by JULIE JORDAN