They did Deadbeat Sweetheartbeat... and that was it. They announced soon after they were breaking up. Probably because the CD sold like a turd, and wasn't that good to boot.
On February 9, 2006, The Juliana Theory announced it had broken up as a band, citing problems with their record label, among other reasons.