This article presents an overview of lattice polymer models used to study DNA electrophoresis. Three commonly used models - the bond fluctuation model, the cage model, and the repton model - are discussed, as well their extension to include electric fields, and simulation results obtained. Physical properties that are shared amongst these models are identified, and differences between the models are discussed.