If you want to add pasta to one of these slow cooker soup recipes, add it at the very end. Pasta will get incredibly mushy if you add it too early. It will also absorb a lot of your broth, leaving you with hardly any soup. Boiling pasta on the stove, then tossing it into the slow cooker after the soup is done is your best bet.