Bérénice Bejo has made a red-hot return to the Golden Globe Awards red carpet…

The 37-year-old Argentine actress and former nominee, who wowed in her first appearance on the Globes red carpet last year, looked simply irresistible at this Sunday’s event, earning Best-Dressed Latina honors for the second year in a row.

Bejo, at the awards show to support her latest film, The Past, and its Best Foreign Language Film nomination, wore a red Giambattista Valli gown complete with floral embellishments to this year’s show.

Four-time Golden Globes nominee Sofia Vergara may not have taken home the Best Supporting Actress in a Series, Miniseries or TV Movie for the fourth straight year. But that didn’t stop the 41-year-old Colombian bombshell and Modern Family star from making her mark on the red carpet.

Vergara wore a black strapless Zac Posen gown with a sweetheart bodice and a full skirt that envelopes the carpet. She finished off her look with a turquoise necklace and soft locks.

Celebrity hairstylist Harry Josh wanted to give the star a classically simple yet chic blowout. “We wanted to keep Sofia looking modern and fresh and a chic, luxurious blowout lent her that,” he said.

Star Trek Into Darkness star Zoë Saldaña, a presenter at this year’s show, walked down the red carpet in a black gown from Prabal Gurung‘s spring 2014 collection. The dress featured hand-embroidered Swarovski crystals and painted brush strokes.

Entertainment Tonight correspondent Rocsi Diaz covered the action on the red carpet in a cream and white ruffle-paneled dress.