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.

Let me give you an 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.
The answer to this example can be: flour, nuts, corn syrup, shortening, brown sugar
Here is why: This is a good example, as we see the NER is generated correctly from the directions.

OK. solve this:
Brown and drain the ground beef., Add spaghetti sauce, basil, italian seasoning and crushed red pepper to ground beef., Heat the sauce and ground beef mixture on low-medium heat, stirring occasionally, until beginning to bubble., Boil 1 pound of spaghetti in water adding a tablspoon of olive oil, 1 tablespoon of salt, and 2 teaspoons of butter to water., Melt 1 1/2 sticks of butter (use real butter, not margarine) in a separate bowl or cup in the microwave., In a separate bowl, combine the container of cottage cheese, 3/4 cup of parmesan cheese, eggs, and melted butter, and stir until well combined., When pasta is boiled, drain and combine with the cottage cheese mixture in a large bowl, stirring and mixing the contents together well., In a greased 9" X 13" deep lasagne pan, add the combined mixture of pasta and cottage cheese from above, spread evenly in pan. Note: If using a shallow pan, you may wish to divide into 2 pans., Sprinkle 1 cup of of mild cheddar cheese over the pasta., Evenly spread the spaghetti sauce / ground beef mixture over top., Evenly spread 3 cups of mozzarella cheese over the top of the sauce mixture. You can increase or decrease the cheese amounts in the recipe to suit your taste., Sprinkle remaining parmesan cheese (or desired amount)., Cover pan with aluminum foil and bake at 350 (preheated) oven for 30-45 minutes or until bubbly, remove foil for last 10-15 minutes of baking until cheese is beginning to brown on edges., Remove from oven and let stand for 15 minutes., Serve and enjoy. Leftovers can be wrapped up with saran wrap in individual serving sizes and frozen for later use.
Answer:
spaghetti sauce, ground beef, angel hair pasta, cottage cheese, butter, salt, butter, eggs, parmesan cheese, cheddar cheese, mozzarella cheese, red pepper, basil, italian seasoning, garlic