You can cook the rice in the soup but it will absorb a lot of liquid while cooking. You want to be sure you have enough liquid to still have a good amount of broth in your soup. You all don't want to simply add extra water or stock because you'll water down the flavor of the soup. Be sure to add extra seasoning as well.