The 24-year-old singer was ready to come and get it on Tuesday night, when she and The Weeknd (né Abel Tesfaye) had a romantic dinner at celebrity hotspot Giorgio Baldi.
The pair were spotted smooching throughout the evening — though a source tells PEOPLE, “it’s new and nothing serious.”
“It was a romantic dinner date in the rain,” an onlooker tells PEOPLE. “They acted like a couple. They ordered pasta and shared the food. She seemed very into him — she was smiling a lot. They left holding hands.”
It’s the first romance for the 25-year-old “Starboy” hitmaker since he and ex-girlfriend Bella Hadid split in November after a year and a half together.