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: Heat large covered saucepot of salted water to boiling on high., Add pasta and cook as label directs, adding broccoli to saucepot 4 minutes before pasta is done., Meanwhile, in deep 12-inch nonstick skillet, heat oil on medium 1 minute., Add carrots, onion, and pepper; cook 8 minutes or until tender, stirring occasionally., Stir in marinara sauce and pepperoni; cook 2 minutes to heat through., Drain pasta and broccoli; stir into skillet with marinara mixture., Sprinkle with basil., Serve with Parmesan.

Answer: rotini, broccoli florets, olive oil, carrots, onion, red pepper, marinara sauce, pepperoni, fresh basil, Parmesan cheese

Question: Preheat the oven to 400 degrees F., Put the flour, baking powder, baking soda, cocoa, sugar, and 3/4 cup of the chocolate chips into a large bowl., Pour all the liquid ingredients into a measuring jug., Mix the dry and wet ingredients together, remembering that a lumpy batter makes the best muffins., Spoon into the prepared muffin cases., Sprinkle the remaining 1/4 cup chocolate chips on top., Bake for 20 minutes or until the muffins are dark, risen and springy.

Answer: flour, baking powder, baking soda, cocoa powder, sugar, semisweet chocolate chips, semisweet chocolate chips, milk, vegetable oil, vegetable oil, egg, vanilla

Question: Mix all ingredients together., Bake in a greased pan in a 180 degree C oven for 1 hour.

Answer:
flour, sugar, cocoa, baking powder, coffee, water, vanilla, rum, eggs, oil