The on-off couple looked pretty close as they engaged in a private chat among party goers while filming upcoming scenes for the ITVBe reality show.
While Elliott looked dapper in a black roll neck and check blazer, Chloe looked stunning, as always, in a plunging fitted white dress and matching heels.
The pair were also busy chatting away to Elliott's cousin Jessica Wright, and we don't know what they were laughing about, but they clearly had a right chuckle together!
As seen earlier this week, Chloe and Elliott were flirting up a storm in the gym, with Elliott helping to train Chloe for free.
However, their chemistry was all too apparent, as Chloe teased Elliott: "You were top sex pest to be fair!"
And, the pair did little to dispel rumours that they weren't back 'on' again when their co-star Danielle Armstrong said they looked "loved-up again" on a night out.
So, are they back on? We just can't keep up!
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