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An ethereal unit has a 75% chance to negate any non-magical damage inflicted on it. This includes damage from repelling and trample in addition to weapon damage. Ethereal beings can also move through walls and other obstacles in battles, and may not be frozen as a result of suffering cold damage.
Additionally, certain spells are less likely to affect ethereal beings.