In this paper, we apply the empirical likelihood method to find estimates a
nd confidence intervals for the treatment effect in the two-sample problem.
These estimates and confidence intervals make use of auxiliary information
about a control group. A simulation study is presented to assess the finit
e sample performance of the proposed estimates.