Mighty weapons are a weapon class usable only by Barbarians. They are larger in appearance than normal weapons. Whether they will have better stats remains to be seen; I would doubt it, at least for key stats like DPS. I would not be surprised, however, if they had Barbarian-specific modifiers or bonuses on them.
We will have to wait until the Item Guide is updated to know most of these details.
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