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.
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Question: Preheat oven to 350., In, 9 x 13-inch pan grease well.

Answer: butter, eggs, flour, milk, salt, baking powder, Cheddar cheese

Question: Put soda in milk., Mix all ingredients., Drop by teaspoon on large cookie sheet., Bake at 375.

Answer: pumpkin, eggs, sugar, oil, brown sugar, baking powder, flour, cinnamon, nutmeg, salt, soda, milk, nuts, chocolate chips

Question: Mix all ingredients together., Bake at 350 for 40 to 45 minutes.

Answer:
oil, sugar, eggs, flour, salt, cinnamon, baking soda, baking powder, walnuts, carrots