A seventh single, "Hey Mr. President", was released in 2003, peaking at No. 28. Following it were the non-album single "Break the Record" and two separate releases of "Sell a Lot of Beer," on which McGraw sang backing vocals. This latter song was included on the duo's third studio album, 2004's "Well Deserved Obscurity". A compilation entitled "Barely Famous Hits" followed in 2005, and the same year, CMT signed the brothers to their own reality television series called "Barely Famous: The Warren Brothers". They were also dropped from BNA in 2005. The brothers served as judges for one season of the talent competition "Nashville Star" as well.