The follow-up to 2007's Yours Truly Angry Mob, which is released on October 13, features collaborations with Lily Allen, New York Pony Club, Sway and composer David Arnold.
It is produced by Mark Ronson and Eliot James.
Songs featured on the album include forthcoming single 'Never Miss A Beat', 'You Want History', 'Remember You're A Girl', 'Good Days Bad Days' and 'Always Happens Like That'.
The tracks 'I Like It Too Much' and 'Half The Truth' will feature orchestration from Arnold.
Speaking about the record, drummer Nick Hodgson told NME: "There was an impetus to get our songs back on the dancefloor.
"I just imagine them in the Leeds Cockpit [where the band started legendary indie club Pigs]. I think we lost that a bit on the last album, but I can imagine these songs being played there."
Singer Ricky Wilson added: "It's good we've got our weirdness back."