According to TMZ, the on-again, off-again couple was spotted at a restaurant in Beverly Hills on Thursday.
The two left the restaurant together in the same car to the hotel where she was staying.
Also, the people present in the restaurant noted that Bieber and Gomez were holding hands during the meal, the site added.
Prior to their dinner date, during the 72nd Golden Globe Awards gala after-party, the 22-year-old singer fueled dating rumors with music producer and DJ Zedd, after they were spotted holding hands.
Back in October, Bieber shared on his Instagram account an affectionate photo of The Heart Wants What It Wants singer kissing his shoulder, then deleted the pic.
Bieber and Gomez’s reps are yet to comment on these speculations