Detailed Instructions: 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.
See one example below:
Problem: Preheat oven to 375 degrees., Boil syrup, sugar and shortening over medium heat, stirring constantly., Remove from heat., Gradually stir in flour and nuts., Drop by teaspoonfuls about 3 inches apart on lightly greased cookie sheet., Bake 5 to 6 min., Remove from oven and let stand 5 min, before removing from sheet., May be rolled into cylindrical shape while still hot., If cooled too much, return to oven for a minute., Yield: 4 dozen cookies.
Solution: flour, nuts, corn syrup, shortening, brown sugar
Explanation: This is a good example, as we see the NER is generated correctly from the directions.

Problem: In a large saucepan, cook the ground beef, onion, green pepper and garlic until meat is browned and vegetables are tender. Drain. Stir in tomatoes, tomato sauce, tomato paste, undrained mushrooms, water, salt, sugar, basil, pepper and bay leaf. Bring to a boil., Reduce heat. Simmer 30 minutes. Remove bay leaf., Stir in mostaccioli noodles (cooked). Turn half of the meat mixture into 3-quart casserole or 13 x 9 x 2-inch dish, then half of the cheese, remaining meat mixture, then the rest of the cheese., Top with Parmesan cheese., Cover with foil and bake at 350° about 35 minutes., Makes 8 to 10 servings.
Solution:
mostaccioli noodles, ground beef, onion, green pepper, clove garlic, tomatoes, tomato paste, mushroom stems, water, salt, sugar, basil, pepper, bay leaf, Mozzarella cheese, Parmesan cheese