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.