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.

Brown meat and onions in a nonstick skillet on top of stove. Place roast in roasting pan with tight fitting lid., Mix pepper, cloves, honey, sugar, lemon juice and salt together., Pour over meat., Cover tightly and bake in 350 oven for 3 to 3 1/2 hours.
chuck, onions, pepper, ground cloves, honey, sugar, lemons, salt

Boil potatoes; set water aside., Fry bacon until crisp., Add onion to bacon grease; saute 2 to 3 minutes; drain., Add potatoes and water., Bring to a boil., Stir in cream of chicken soup and sour cream gradually., Add milk slowly, then seasonings., Do not boil., (This only fills crock-pot to 1/2 to 2/3., If you are feeding very many, double recipe.)
bacon, onion, potatoes, water, cream of chicken, sour cream, milk, parsley flakes, salt

Combine cream cheese, sugar, water and vanilla; blending smooth., Quickly stir in melted chocolate and nuts., Turn onto buttered pan, spreading fudge 1 inch thick., Chill, cut in squares and top with walnuts, if desired.
cream cheese, confectioners sugar, water, vanilla, chocolate chips, walnuts