"That's what the real love thing looks like!" Kevin confessed to the couple.
The couple attended the award show together in support of Will's Best Actor nomination for his most recent film, Concussion. Jada wore a stunning green Versace gown, which prompted Will to refer to his wife as his "Versace hottie."
The two celebrated 18 years of marriage on New Year's Eve, and last week, the Concussion star joked with ET at the Palm Springs International Film Festival, "We decided we're going to go for at least 20."