Jennifer Lopez and Marc Anthony are working on a Spanish language album together

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The album will drop a single in November and then get a release next year
They wed in 2004, split in 2011 and finalized their divorce in 2014
The singers started working together in the late 1990s
In 2007 he produced her Spanish-language debut Como Ama Una Mujer

By Heidi Parker For Dailymail.com

Published: 10:31 EST, 6 October 2016 | Updated: 13:12 EST, 6 October 2016

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Jennifer Lopez and Marc Anthony are working together again.

The exes are collaborating on a Spanish-language album together, Billboard announced on Thursday.

This comes after their surprise duet at Radio City Music Hall in NYC together in August. The two split five years ago and have two children together, Max and Emme, aged eight.

New project: Jennifer Lopez and Marc Anthony will be working together again on a new album for 2017; here they are seen doing a duet in NYC in August

'I am so excited and really looking forward to this new musical journey and to celebrate my Latin roots with Marc and the Sony/Magnus family,' Lopez, 47, said in a statement.

'[Jennifer] has had enormous accomplishments in her career and has been representing our culture all over the world from day one,' Marc said in a statement.

'Her artistry, professionalism and passion for music are just some of the many attributes that have earned her a unique place in the entertainment world that very few people have been able to obtain. I am looking forward to our creative collaboration and to be part of continuing her musical legacy.'

Their kids: Jennifer and Marc have twins together, Max and Emme; here they are seen with mom in 2014

They're over: The 47-year-old beauty is not longer dating Casper Smart; here they are pictured in 2013

Anthony will act as executive producer. The first single will come out in November and the entire album will be released in 2017.

In 2007 J-Lo released her Spanish-language debut Como Ama Una Mujer, which was co-produced by Anthony.

In 2011, he performed on American Idol with her. Most recently, Lopez showed up to Marc's concert in NYC in August for a duet. They have been working together since the late 1990s.

They have worked together before: In 2011 he appeared on American Idol with her, pictured

Jennifer and Marc wed in 2004, split in 2011 and finalized their divorce in 2014.

In August the beauty ended her relationship with beau of five years, Casper Smart. Marc is still married to Shannon De Lima, 28.

Jennifer has been shooting Shades Of Blue in NYC. In December she returns to All I Have in Las Vegas. She is also doing a new dance reality show for NBC called World Of Dance and will star in an HBO movie about drug dealer Griselda Blanco.

The early days: In 2007 J-Lo released her Spanish-language debut Como Ama Una Mujer, which was co-produced by Anthony; and in 1998 they performed together in NYC, pictured