Towie’s Gemma Collins performs romantic duet with her ‘shining star’ James ‘Arg’ Argent as they celebrate new year in Marbs

GEMMA Collins and James Argent looked like very much the loving couple as they performed a romantic duet in Marbs tonight.

The couple got up on stage to sing classic number Can't Take My Eyes Off You and held hands and danced together.

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At one point Arg tells Gemma to "get back up here" when she wonders off the stage.

Gemma posted footage of the duet on her Instagram, captioning the snap "my shining star."

Towie fans will be hoping the on-off couple's latest cosy display is a clear sign they are back together.

The pair were joined by fellow Essex natives Denise Van Outen, Sadie Stuart Wright and Elliott Wright at the couple's restaurant Olivia's for a New Year's shindig where Arg was performing.

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Looking glam in a semi sheer black floor length gown, Gemma captioned the shot: "Only one way to spend the new year @olivias_la_cala with specials."

And alongside a snap of herself and Sadie, she wrote: "I couldn’t be happier .....this year had been won (sic) hell of a year where all my dreams finally come true in more then one way .... keep being you .... "And no matter how tough it gets remember and have a laugh to yourself it’s ALL ROCK and ROLL just go with it 💖 2017."

Denise brought along her city trader boyfriend Eddie Boxshall for the evening of entertainment which included Arg performing alongside X Factor star Che Chesterman.

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Arg posed alongside a snap of Che, captioning it: "And so it begins... @olivias_la_cala Tonight is gonna be something special! Happy NYE everyone, have a good one!!! X Big up @elliottwright_ @chechesterman #doingbits."

The pair were earlier seen together shopping in Marbella after a spot of househunting.

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Gemma revealed her house hunting plans on Instagram yesterday alongside a selfie which was captioned:  "Loving the relaxed chilled and property hunting today rocking my collection."

A few days ago, Arg also revealed he'll be house hunting in Marbs as he sees the place as a "home away from home".

Gemma is clearly enjoying her break away, posting a snapshot of her hotel with the caption: "Chilled evening tonight."