The couple was seen hand-in-hand at The Wolfgang Puck restaurant located inside the Beverly Wilshire hotel, reported Us magazine.
The 25-year-old "Bad Blood" singer looked chick in a LBD and platform sandals and was seen exiting the hotel with Harris, 32.
According to a source, the couple ordered steaks and "seemed to enjoy themselves".