Caves' best run came at the 2004 UK Open where he reached the last 16, ultimately losing to Alan Warriner. At the 2007 PDC World Championship, Caves beat crowd favourite Wayne Mardle in the first round, eventually losing to two time semi-finalist Dave Askew in the second round.