You will be given a definition of a task first, then an example. Follow the example to solve a new instance of the task.
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.

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
Why? This is a good example, as we see the NER is generated correctly from the directions.

New input: Shape the ground beef into tiny meatballs using you favorite recipe., Heat oil in a large pot over medium-high heat; brown the meatballs with pepperoni until browned (the meatballs do not have to cook completely) remove to a bowl., Add in sliced mushrooms, onion, garlic, green bell pepper, chili flakes, basil and oregano; saute for about 3-4 minutes., Add in the tomato paste and cook, stirring for 1 minute., Add in the undiluted soup, crushed tomatoes, chicken broth and chopped spinach, then add in the meatballs and pepperoni back to the pot; bring to a boil, season with seasoned salt, lots black pepper and sugar (if using)., Reduce heat and simmer covered for about 2 hours or less (uncover and simmer the last 30 minutes of cooking, the soup will thicken more if simmer uncovered for a longer time!)., Add in the cooked spaghetti., Ladle into bowls and top with grated Parmesan cheese, serve with garlic bread or crostini on the side., DELICIOUS!
Solution:
lean ground beef, pepperoni, oil, mushrooms, green bell pepper, onion, fresh garlic, chili pepper, basil, oregano, tomato paste, tomatoes, tomato soup, chicken broth, spinach, salt, black pepper, sugar, parmesan cheese