Slogging is a slow, messy business, typically tramping through sticky mud or metaphorically struggling with other difficult tasks. You might slog through a pile of receipts to do your taxes. If you are engaged in a fierce battle with an adversary, however, you slug it out, like boxers slugging each other. There is no such expression as “slog it out.”