Depends on how much is “killing” here.
NPC melee should be player-tier, meaning it’s not the pitiful zombie damage. NPCs with spears, axes and katanas should still be more dangerous than unarmed, at least below ~7-8 lvl of the skill.
Plus, unarmed should generally suck at piercing armor.