At one point during the meal, Lawrence even asked the bartender to take a photo of the two friends on her mobile phone, according to the publication.
Aziz, 32, must have welcomed the 25-year-old movie star's company as Sunday marked his first Valentine's Day following his split from famed New York pastry chef Courtney McBroom. The couple parted ways at the end of 2015 after two years of dating.
Meanwhile, Lawrence has been single since ending her romance with Martin last year after dating on and off for a year.
She previously opened up about her love life with Vogue, and appeared to suggest she was struggling to find dates after her break-up.
"I am lonely every Saturday night," she told the publication. "Guys are so mean to me. I feel like I need to meet a guy, with all due respect, who has been living in Baghdad for five years who has no idea who I am."
- WENN