If you are using a potato with a high starch content, like a Russet, I would highly recommend soaking the potatoes before cooking to get rid of some of that excess starch. That said, if you are using a waxy potato with very little starch, I would skip this step. This is because a minimal amount of starch is needed to thicken the soup.