In this paper we test different conjugate gradient (CC) methods for solving large-scale unconstrained optimization problems. The methods are divided in two groups: thefirst group includes five basic CG methods and the second five hybrid CG methods. Acollection of medium-scale and large-scale test problems are drawn from a standard codeof test problems, CUTE. The conjugate gradient methods are ranked according to thenumerical results. Some remarks are given.