The 23-year-old was seen getting cosy with the actor at restaurant Bagatelle.
Willis joined Blair with nine of his friends. But the rumoured couple sat next to each other holding hands.
"She sipped on bourbon, while Jason draped his arm around her the whole evening. The two were holding hands, flirting and canoodling," a source said.