When you add baking soda to tomato soup (or sauce, or chili), it neutralizes the acid in the tomatoes. Not only will this make the tomatoes taste less acidic (good news if your tomatoes turned out more sour than you expected), but it also means that you can now add milk to your soup without risking curdling it.