The Weeknd and Angelina Jolie are fueling romance rumors once again.

The “Take My Breath” singer and Oscar-winning actress stepped out for dinner at Giorgio Baldi in Santa Monica on Saturday night (Sept. 25). According to the Daily Mail, the two dined in the private section of the Italian restaurant for two-and-a-half hours.

Angelina arrived separately from The Weeknd just after 8 p.m., but they left together. She got in the backseat of his waiting black SUV and they drove to his newly-purchased $70 million Bel-Air mansion.

This is the latest sighting for the rumored new couple. On June 30, they made their first public appearance at the same restaurant. Less than two weeks later, they were also photographed at a private concert for Mustafa in L.A.

At the time, it was unclear whether they were dating. “They’re clearly not trying to hide [the dinner date],” a source told Page Six. “He’s definitely focused on getting to the movie business. He has the new HBO series he’s starring in.”

On Thursday, The Weeknd was honored at the Black Music Action Coalition’s Music in Action Awards in L.A. He was in tears as he paid tribute to his idol Quincy Jones during his moving speech. “It’s the best award I ever got in my life, I swear,” he told the crowd.