Rumours that Caroline Flack and James Arthur were secretly dating seemed to be dispelled when James was caught holding hands with 'Made In Chelsea' star Kimberley Garner last month, but the 'X Factor' pair set tongues wagging again last night.
We can confirm they enjoyed a few drinks together and were then spotted leaving the Groucho club in London's Soho, albeit separately.
While Caroline walked out of the front entrance, James snuck out of the side one, with them both keeping their heads down as they were caught by the paps. Got something to hide, guys?
James then stopped off for cigarettes before heading home to his flat where he found he had locked himself out. Luckily, the police stopped by to offer him some assistance.
Caroline and James were first linked after he won 'The X Factor' in December, and enjoyed plenty of on-air flirting on 'The Xtra Factor'.
James was also showing off a new tattoo - the end of a sleeve which goes up to his knuckles.
He'll be rivalling Harry Styles at this rate.
Katie Price and Gareth Gates
Squeaky-clean <em>Pop Idol </em>star Gareth had his cherry well and truly popped by the artist formally known as Jordan in 2002 (Pic: WENN)
Brad Pitt and Sinitta
Yep, Brad Pitt really did step out with Simon Cowell's shadow. Well, not his real shadow, but the next best thing - Sinitta. The pair dated from 1987-89. (Pic: Rex)
Angelina Jolie and Billy Bob Thornton
It's hard to think of Ange pre-Pitt, but her union with Billy Bob was actually her second marriage. Angelina wed the <em>Armageddon</em> star who was 20 years her senior in 2000, only to divorce three years later. (Pic: PA)
Vanessa Feltz and Ben Ofoedu
After a failed marriage and years of life as a singleton, Vanessa hooked up with Phats and Small singer Ben Ofoedu. If that doesn't mean anything to you, perhaps this will - "Hey what's wrong with you? You're looking kind of down to me". (Pic: WENN)
Billie Piper and Chris Evans
When 18-year-old Billie tied the knot with DJ Chris Evans during a trip to Las Vegas in 2000, many said it wouldn't last. And, well, it didn't. However, despite ending their relationship three years later, the pair still remain great friends and they even attended each other's weddings to their current partners. (Pic: PA)
Cher and Tom Cruise
A few years ago, Cher revealed to the world she shared a romance with Tom during the 80s, describing him as "just the most adorable man you can imagine". (Pic: WENN)
George Clooney and Lisa Snowdon
Lisa Snowdon went from little-known model to Mrs George Clooney when she began dating the actor in 2000. They enjoyed an on-off five year romance, before finally calling off their love affair in 2005. (Pic: PA)
Sophie Dahl and Jamie Cullum
The pint-sized pianist let himself in for a life-time of neck ache when he married model Sophie Dahl in 2010. (Pic: PA)
Kate Hudson and Matt Belamy l
Goldie Hawn's daughter Kate began dating Muse frontman Matt in 2010 and the pair welcomed their first son Bingham Hawn Bellamy in July last year. (Pic: WENN)
Charlie Brooker and Konnie Huq
<em>Blue Peter </em>host and <em>Xtra Factor</em> flop Konnie should be the epitome of everything TV grump Charlie criticises, but somehow the pair managed to make it work enough for them to wed last year. They're currently expecting their first child. (Pic: PA)
Lembit Opik and Gabriela Irimia
You really couldn't make this kind of pairing up. MP Lembit obviously wasn't shy in touching Gabriela's bum as he nabbed the Cheeky Girl in 2005, after ditching TV weather girl Sian Lloyd. (Pic: PA)
Mel B and Eddie Murphy
When the Spice Girls hung up their platform shoes, Mel headed stateside where she hooked up with the <em>Nutty Professor</em> star. When Mel claimed she was mothering Eddie's child in 2007, after the pair had broken up, Eddie ordered a paternity test, only to find he was the father of Angel Iris after all. (Pic: WENN)
Catherine Tate and Jason Orange
The Take That singer was rumoured to be dating the comedienne after they were spotted on a series of dates in 2011. However, the couple are recently said to have gone their separate ways. (Pic: Getty / PA)
Also on HuffPost: