The biggest help... SLOWLY advance the throttle. Use the whole runway. Lift off smoothly. it just looks nicer to do it that waay. (in addition to being easier to keep it going straight)

All of the above hits can help... the throttle hint is THE most important while taking off a "squirrley" taildragger.