Knoephla soup is essentially potato AND dumpling soup. It includes dumplings that are made with flour, milk, baking powder, and an egg, and has potatoes added to the soup in cubes. Potato dumpling soup usually includes dumplings that are made with potatoes that have been cooked and mashed.