Preheat the oven to 350 F. In a large bowl, mix together cake mix with peanut butter, eggs, and vegetable oil until smooth. Fold in the chopped peanut butter cups.
Evenly press the cookie dough into a greased 8-inch square baking dish. Bake for 20-25 minutes.