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: rib roast or good quality sirloin tip roast (3 to 3 1/2 lb.), 1 Tbsp. vinegar, 1 Tbsp. brown sugar, 1/4 tsp. allspice, 1/4 tsp. black pepper, 1/2 tsp. dry mustard, 1 tsp. paprika, 2 tsp. salt

SOLUTION: vinegar, brown sugar, allspice, black pepper, dry mustard, paprika, salt

PROBLEM: 1 1/2 lb. hamburg, 1/2 c. milk, 4 to 5 slices bread, 1 clove garlic, 1 onion, diced, 2 cans chili beef soup, 2 cans water, macaroni twists, 1 tsp. salt, pepper to taste, 2 Tbsp. oleo, chili powder to taste

SOLUTION: hamburg, milk, bread, clove garlic, onion, chili beef soup, water, macaroni, salt, pepper, oleo, chili powder

PROBLEM: 8 ounces Italian sausage, casings removed (mild or spicy- your choice), 6 ounces penne pasta, uncooked, 1 1/2 cups marinara sauce (homemade or jarred), 2 -3 tablespoons pesto sauce (homemade or jarred), 1 teaspoon italian seasoning, 1 dash chili flakes, salt and pepper, 4 ounces mozzarella cheese, shredded, 1 ounce parmesan cheese, grated

SOLUTION:
Italian sausage, penne pasta, marinara sauce, pesto sauce, italian seasoning, chili flakes, salt, mozzarella cheese, parmesan cheese