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.

[EX Q]: 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.
[EX A]: flour, baking powder, baking soda, cocoa powder, sugar, semisweet chocolate chips, semisweet chocolate chips, milk, vegetable oil, vegetable oil, egg, vanilla

[EX Q]: Add potatoes to a large stock pot or turkey fryer pot, then add water, crab boil seasoning and Old Bay seasoning., Cover pot, fire up the range or turkey fryer, and bring to a rolling boil while reducing heat but still maintaining lightly rolling boil; cook 5 minutes., Add sausage and corn, return to a boil and cook 10 more minutes (until potatoes are starting to become tender)., Add shrimp to stockpot and cook 3 to 3.5 minutes, until shrimp turn light pink., Drain immediately and dump onto large tray lined with meat paper or sanitary news print., Serve with cocktail sauce and LOTS of horseradish!
[EX A]: red potatoes, water, crab boil, Bay Seasoning, kielbasa, corn, fresh jumbo shrimp

[EX Q]: Spray cookie sheet with Pam or line with foil., Line with saltine crackers., Boil 1/2 cup margarine and 1/2 cup brown sugar for 2 minutes., Pour over crackers and spread evenly and fast. Bake for 5 minutes at 400., Cover with 1/2 to 1 pound chocolate chips., Return to oven for 1 minute., Spread and cover with chopped nuts.
[EX A]:
crackers, margarine, brown sugar, chocolate chips, nuts