With preparations underway for the second week of the live shows, Jake has been working hard on his performance for the weekend.
But while the 26-year-old was making final improvements on his 80s-themed song with his mentor Mel B, he couldn't help but to ask Cheryl for a quick picture.
Sharing the selfie on Twitter, Jake joked: "Me and @CherylOfficial. Can't believe she asked me for a photo!"
In fact, just last week Jake was gushing about Cheryl and Mel after they took to the stage for the first live results show on Sunday. He said at the time (13 October): "Can I just say how fit did Mel and Cheryl look last night? Top draw!"
When Jake's not taking selfies with Cheryl, then he's busy forming a bromance with fellow X Factor hopeful Ben Haenow.
Last weekend, Blonde Electra and Overload Generation became the first acts to be eliminated from the competition.
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Watch X Factor's group performance below: