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Credited to Kyle Cook, Paul Doucette, Rob Thomas, and Brian Yale, "How Far We've Come" was the lead single from Matchbox Twenty's retrospective collection Exile on Mainstream. The CD single included live covers of The Black Crowes' "Remedy" and David Bowie's "Modern Love" as B-sides.