The strongest castle in Heroes of Might and Magic IV.

Let's draw some conclusions. There's a hidden paradox here. A Barbarian is an individualist; he can't help his army because he fights alongside them. Therefore, an army can only defend itself, albeit poorly, through its numbers. This explains the increase and the cost.