The stats say that chivalric men at arms are simply a +1 attack upgrade from men at arms, but the information says they are heavily armoured, compared to men at arm's simple armoured. They have the same armour, so why does it say this?

Are there different classes of armour? Does an armour/defense level for chainmail have different properties for the same armour/defense level for plate armour?