The couple in N.Y.C. in August
Splash News Online
and beau Romain Duraic
showed no lack of affection when they dined at Mercado in Santa Monica, Calif., on Tuesday night.
The lovey-dovey duo came in around closing time and sat across from each other, holding hands, according to an onlooker.
"They kissed across the table," the observer tells PEOPLE. "They really seemed to be enjoying each others' company."
The pair ordered a variety of items, including fried squash blossoms, grilled sweet corn and roasted cauliflower. For their main dish, Duraic ordered pollo en salsa de chipotle, while the actress chose a turkey dish called pavo en mole oaxaqueño.
– Dahvi Shira