You will be given a definition of a task first, then some input of the task.
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 375 degrees., In large bowl combine dry ingredients: Flour, Sugar, Baking Powder, ground cinnamon and ground ginger., Stir in carrots, raisins and nuts., In a seperate bowl, combine wet ingredients: undrained pineapple, eggs, butter and vanilla., Stir into dry ingredients until just blended., DO NOT OVERBLEND, please. (: (it's for your own good, really)., Spoon into greased 2 1/2 inch muffin cups., Bake in 375 degree oven for 20-25 minutes, or until toothpick inserted into center is clean when removed., Remove from pan and cool on wire rack.
Output:
flour, sugar, baking powder, ground cinnamon, ground ginger, shredded carrot, raisins, walnuts, pineapple, eggs, butter, vanilla