Following Ryan's appearance on Saturday Night Live, the pair was spotted leaving Tao restaurant in New York City, where they celebrated the 43rd season of the talk show with the cast.
Ryan led the way tightly holding his actress partner's hand, wearing a denim jacket and blue chinos, while Eva wore a graphic, silk dress.
Though they rarely speak about their relationship, Ryan gave a nod to his lady in his Golden Globes acceptance speech last year.
"While I was singing and dancing and playing piano and having one of the best experiences I’ve ever had on a film, my lady was raising our daughter, pregnant with our second and trying to help her brother fight his battle with cancer. If she hadn’t have taken all that on so that I could have this experience, it would surely be someone else up here other than me today. So, sweetheart, thank you."
The pair shares two daughters together - Esmeralda, 3, and Amada, 1, - and have been together since 2011.
More photos, please!