Preheat oven to 350 degrees F (175 degrees C).
Line a 9x5 inch loaf pan with parchment paper.
In a large bowl, combine the cake mix, pumpkin puree, and oil.
Mix until well combined.
Stir in the chocolate chips.
Pour the batter into the prepared loaf pan.
Bake for 50-60 minutes, or until a toothpick inserted into the center comes out clean.
Let the bread cool in the pan for 10 minutes before removing to a wire rack to cool completely.