The potato will only restore a little bit of hunger and should only be eaten if you are desperate. If you cook them they will give you a bit of thirst and hunger.
The potato is meant to be farmed and cooked otherwise its a waste. If You cook it will restore some thirst and hunger. The potato can only be farmed in a crop plot.