In this task, you have to identify the named entities (NER) which are the ingredients required given its directions. Named entities are the names of the items without their quantity.

Preheat oven to 350., Line 18 muffin pan cups., Combine flour, sugar, spices, soda, baking powder and salt., Mix pumpkin, eggs and margarine until blended., Stir in chips., Pour over flour mixture and stir just until dry ingredients are moistened., Spoon into pan until 3/4 full., Bake 20 to 25 minutes or until puffed and springy to the touch., Remove and serve warm.
flour, sugar, pumpkin pie spice, baking soda, baking powder, salt, pumpkin, eggs, margarine, chocolate chips