Detailed Instructions: 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.
Q: Heat oil in large heavy saucepan on medium heat., Add sausage; cook 10 min., or until browned, stirring frequently., Add onion and carrots; cook 5 min., stirring frequently., Stir in tomatoes and beans., Simmer on low heat, uncovered, 15 min., or until carrots are tender., Meanwhile prepare macaroni as directed on package, omitting salt; drain., Top with sauce and cheese.
A:
olive oil, Italian sausage, onion, carrots, Italian-style stewed tomatoes, white kidney beans, shell macaroni, Parmesan