TASK DEFINITION: In this task, you have to generate the named entities (NER) given its ingredients of the recipe. Named entities are the names of the items without their quantity.
PROBLEM: 1 tablespoon olive oil, 1 cup diced onion, 1/2 cup diced parsnips or 1/2 cup carrot, 1/2 cup diced celery, 1 tablespoon minced shallot, 1 teaspoon garlic, 4 cups peeled roughly chopped celery root, 5 cups chicken stock, 1 teaspoon salt, 1/8 teaspoon cayenne pepper, 1 cup cream, 2 tablespoons chopped fresh parsley leaves, 1 (2 lb) lobsters (or 2 frozen tails), 2 tablespoons unsalted butter, 1 tablespoon minced shallot, 1/2 teaspoon minced garlic, 1/4 teaspoon salt, 1 tablespoon lemon juice, 1/4 cup chopped celery leaves

SOLUTION: olive oil, onion, carrot, celery, shallot, garlic, celery root, chicken stock, salt, cayenne pepper, cream, parsley, lobsters, unsalted butter, shallot, garlic, salt, lemon juice, celery

PROBLEM: 1 egg (beaten), 1 12 lbs ground beef, 34 cup dry breadcrumbs (Italian style or plain), 14 cup milk or 14 cup apple juice, 12 teaspoon salt, 14 teaspoon pepper, 14 teaspoon garlic powder (I use Lawrey's), 1 tablespoon olive oil, 1 tablespoon butter, 1 cup red onion, 12 cup carrot (chopped), 10 ounces sliced mushrooms (chopped), 14 cup red bell pepper (optional), ketchup or catsup, whatever you prefer

SOLUTION: egg, ground beef, breadcrumbs, milk, salt, pepper, garlic, olive oil, butter, red onion, carrot, mushrooms, red bell pepper, ketchup

PROBLEM: 1 c. sugar, 1/2 c. butter, 1 egg, beaten, 1 c. flour, 2 c. mashed pinto beans, 1/2 c. nuts, chopped, 2 c. raw apples, diced, 1 tsp. cinnamon, 1/2 tsp. cloves, 1/2 tsp. allspice, 1 c. raisins, 1 tsp. soda, 1/2 tsp. salt, 1 tsp. vanilla

SOLUTION:
sugar, butter, egg, flour, pinto beans, nuts, apples, cinnamon, cloves, allspice, raisins, soda, salt, vanilla