 To improve computer translation, several models have been compared, including hidden Markov models, smoothing techniques, and the specific refinements of those to apply them to verb translation.The model which was found to produce the most natural translations of German and French words was a refined alignment model with a first-order dependence and a fertility model.They also provide efficient training algorithms for the models presented, which can give other scientists the ability to improve further on their results.