Preheat oven to 375 degrees. In mixing bowl - beat eggs, sugar, pumpkin and oil until smooth. In separate bowl combine flour, baking powder, cinnamon and salt. Add pumpkin mixture to dry mixture and stir. Add chocolate chips and stir well.
Fill muffin tins 3/4 full and bake for 16 - 20 minutes. Cool for 10 minutes before removing from muffin tin.