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 saucepan, cook zucchini in boiling salted water about 3 to 4 minutes or until crisp-tender., Drain., In skillet, cook ground beef and onion until meat is browned and onion is tender., Drain off excess fat., Stir in rice, soup, oregano, salt and garlic powder., In a 12 x 7 1/2 x 2-inch baking dish, arrange half of the zucchini., Top with the ground beef mixture, cottage cheese and the remaining zucchini., Cover with foil., Refrigerate up to 24 hours., Uncover and bake in a 350° oven for 1 1/4 hours., Sprinkle with Cheddar cheese., Return to oven; bake 2 to 3 minutes more. Makes 8 servings.
Solution:
zucchini, ground beef, onion, rice, cream of mushroom, oregano, salt, garlic powder, cream-style cottage cheese, Cheddar cheese