Using an electric mixer, blend together cream cheese, pumpkin, yogurt, pumpkin pie spice, vanilla until very smooth and cream cheese is completely blended in.
If you're making both versions of the dip, remove half the dip and put it into a serving dish. Blend the rum into the remaining dip and put it into a separate serving dish.