TASK DEFINITION: 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.
PROBLEM: Stir beef broth, ground sirloin, corn, green beans, peas, tomato sauce, carrots, potatoes, onion, celery, garlic, parsley, celery seed, and bay leaves together in a slow cooker., Cook on Low for 4 hours. Check for moisture and add broth as needed. Continue cooking another 4 hours. Season with salt and black pepper.

SOLUTION: beef broth, ground sirloin beef, whole kernel corn, green beans, peas, tomato sauce, carrots, potatoes, onion, stalk celery, clove garlic, parsley, celery, bay leaves, salt

PROBLEM: Chop stuffed olives in blender., Place beef, olives and tomatoes in a Dutch oven., Simmer until beef falls off the bones. Skim off any fat and remove bones., No additional seasoning is needed., Heap on buns or French rolls., Serve with a salad and beans, if desired.

SOLUTION: beef chuck, salad olives, tomatoes

PROBLEM: Mix all the ingredients, except the cherries., Pour into a greased 9 x 13-inch pan., Pan will be 3/4 full., Top with the cherries that have been drained., Bake 1 hour at 350.

SOLUTION:
bread, eggs, cinnamon, nuts, maraschino cherries, milk, sugar, raisins