The former couple who are now the are they/aren't they pair of Essex were snapped shooting scenes for the Marbella special at Paella's restaurant on Tuesday evening (2 June).
At one stage, Jake was seen with his hand in his heads suggesting they were having a deep conversation.
It all seemed to end well, however, as he then leaned in for a kiss which Chloe appeared to accept.
We can't wait to find out what's going on between these two.
On the last series of TOWIE, they weren't on the best of terms at first, but towards the end of the series it seemed there may be hope for them. And since filming ended, they've been seen out and about together on several occasions.
In April, Chloe told MailOnline: "We're civil. We speak and we see each other now and again so we're on good terms. We'll just see how it is. I don't know what you'd call it, we enjoy each other's company and we're spending some time together so there's no point putting a brand of 'boyfriend and girlfriend' on it in case it all goes wrong again."
They were together for six and a half years before ending their romance, each starting the show last series single.
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