This chapter covers some theory of higher order asymptotics. The results described here show how to adjust empirical likelihood confidence intervals to have good one-sided coverage errors for one-dimensional parameters, and how to obtain similar effects for multidimensional parameters. Bartlett corrections are also presented, as are some large deviations results.