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.
Example: 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.
Example solution: flour, nuts, corn syrup, shortening, brown sugar
Example explanation: This is a good example, as we see the NER is generated correctly from the directions.

Problem: In a skillet, cook beef and onion over medium heat until meat is no longer pink; drain. In a greased 13-in. x 9-in. baking dish, layer half of the French fries, peas and meat mixture. Repeat layers., In a bowl, combine the soup, water, ketchup, parsley, Worcestershire sauce, marjoram, mustard, salt and pepper. Pour over top. Bake, uncovered, at 350° for 45-50 minutes or until heated through.

Solution: ground beef, onion, frozen peas, condensed cream, water, ketchup, parsley flakes, Worcestershire sauce, marjoram, ground mustard, Salt