The pair recently appeared in bed together for Grimmy's version of Kanye West's "Famous" video and now they're going to join up for a song, reported Digital Spy.
"I saw her a couple of weeks back, and now she has left her role on 'The X Factor', I think this year will finally be the year we are able to record together," Bieber, 22, said.
"It's something we both want to do," he added.
The singer also spilled his thoughts on Cheryl dating his former One Direction rival Liam Payne.
"She is beautiful inside and out, so she deserves all the happiness in the world. Liam is a great guy, all the One Direction guys are. They just better make sure I am invited to the wedding.
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