there is no "best" different units have different tasks, and you have to match the mission to the asset. pitched static battle inside european castles requires other troops than fleeting engagements on the steppe.

That said, speed and stamina and stamina of light troops may be somewhat more flexible characteristics than heavy armor and light trops may therefore be more useful than the heavies.