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.
Input: Brown ground beef in Dutch oven over medium heat., Add onions, carrots, celery and garlic; cook 10 to 12 minutes until vegetables are softened., Add chicken broth, tomatoes, Worcestershire sauce, red pepper sauce and pepper; bring to boil. Reduce heat; cover and simmer 15 minutes., Meanwhile, melt butter or margarine in small saucepan., Stir in flour., Cook over medium-high heat, stirring until deep brown., Whisk into soup; cover and simmer 15 minutes more., Makes 11 cups.
Output:
lean ground beef, onions, carrots, garlic, chicken broth, tomatoes, Worcestershire sauce, red pepper, freshly ground pepper, butter, flour