In a number of recent papers, Lebowitz and others have argued that a statistical mechanical account of thermodynamic irreversibility should be formulated in terms of the Boltzmann entropy. I will point out a number of problems which have to be addressed before such an account can be considered complete. I will argue that solving these problems means a return to the Gibbs ensemble approach.