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Well they were not really nomadic by this point now where they? Nor was Anatolia completely void of inhabitants before they arrived. I don't think it was that depopulated later on either.
Although, nomads actually do field large armies in proportion to their populations anyway, because a nomadic army is basically just a tribe on the move.