Confusing in model comparison

In previous lectures, I had some difficulty understanding the concepts due to the large number of elements in each model. However, I kept rewatching the lectures. At the end of this lecture, we wanted to compare the performance of the best model in terms of returns and prices. Why did we compare the ARMA56 model with ARMA51?