You do not need to soak split peas before adding them to your soup. They are split in half making them faster and easier to cook, eliminating the need for soaking. However, I do recommend that you quickly sort the peas and remove any small stones, and rinse them in a metal colander until the water runs clear before adding them to your favorite recipes.