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 oven to 400 degrees F (200 degrees C). Grease a rimmed baking sheet with 1 tablespoon butter., Combine 1 1/2 cups butter, sugar, and vanilla sugar in a large bowl; beat with an electric mixer until smooth and creamy. Add eggs one at a time and beat after each addition until well combined. Mix in flour and baking powder on low speed until well combined; mix in lemon zest., Spread dough on the prepared baking sheet. Use a spatula as dough is very sticky., Bake in the preheated oven until set, about 20 minutes. Let cool completely, about 30 minutes., Mix confectioner's sugar and lemon juice in a small bowl and brush glaze onto the cooled cake. Allow to dry, about 15 minutes.

Answer: butter, butter, white sugar, vanilla sugar, eggs, flour, baking powder, lemons, Lemon Glaze, sugar, lemon juice

Question: Using a small pair of scissors or kitchen shears, snip open the backs of the shrimp shells, leaving them on the shrimp., Combine all the ingredients in a large bowl and toss to combine., Marinate for 10 to 30 minutes, refrigerated., Cook the shrimp on a hot grill for 3 to 4 minutes per side., Serve immediately., Serves 4 to 6.

Answer:
shrimp, olive oil, parsley, lemon juice, mustard, garlic, onion, salt