The duo returned in 2005 with second album Odyssey, on which hitmaker Linda Perry, intellectual Susan Sontag, and Madonna producer Mirwais.
Three years later, they resurfaced with the Kitsune single "The Best Revenge," the lead track from their 2009 album Entertainment produced by Jeff Saltzman and featuring a collaboration with Ann Magnuson.
The pair reunited later 2017 with the single "Have Fun Tonight," the first taste of their fourth album, 2018's Sir. An emotional, hedonistic set of songs about being gay in the 2010s, the album was produced by Michael Stipe and Boots, and included contributions from Holly Miranda and Chairlift's Caroline Polachek.