The two singers have been rumored on many occasions and even admitted before that they were attracted to each other. Now, they're back together to cozy up for the video "Take Care."

In the black and white promo of the video, the picture shows the two with arms wrapped around each other as Rihanna rests her head on Drake's chest. Sporting her blonde hair, the 23-year-old singer looked straight to the camera.

The "Take Care" video was shot last month by Director Yoann Lemoine who is also known for directing Taylor Swift's Back to December, Katy Perry's Teenage Dream and Mystery Jet's Dreaming of Another World.

Lemoine spoke to MTV News about the nature of the video, also mentioning the closeness of the two singers.

"They seemed to be super close and that's what I wanted for the video. Visually, it's a very humble video. It's not crazy," the director said. "It's actually the most indie video I've done my whole life. It's probably the most famous artists, and they were so open to a project that was so minimal."

It is the second video collaboration between Rihanna and Drake. Their first project together was for "What's My Name." Since both of them are currently single, dating rumors fuel up but Drake was quick to deny and said that they were only friends.

"Me and Rihanna have a great connection, but no, we're not together," Drake said.

However, their dating history cannot be denied. In May 2009, after Rihanna's split from Chris Brown, the two were spotted together many times and although nothing came out of it Rihanna also opened up about their fling.

"We didn't want to take it any further. It was at a really fragile time in my life, so I just didn't want to get too serious with anything or anyone at that time," she said.

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