Not much has changed since then, but they've reached a point where they're poised for success with 'Keep You' - a jazzy, jangly slice of synth-pop that debuted earlier this year but now has a proper music video.
Here's a picture of them in what appears to be a rug shop:
The video in question was directed by Melina Matsoukas, who is also behind Rihanna's incredible 'We Found Love' and Solange's equally brilliant 'Losing You'.
What do they have to say about the clip? "It's a story about unrequited love and how with age we don't necessarily mature.
"As a child all we want is love and attention and that story never grows old, it just takes a different form as we age. So it's not so much about all men are boys but just all of us are forever young. Old habits never die."
We're not entirely sure what that all means, but we can confirm it is a very good video.
'Keep You' is officially released on March 18 next year. If you can't wait until then, they put out a track called 'It's Too Late' last month which is also worth a listen.
Watch the 'Keep You' music video below:
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