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.

Boil the spaghetti, and cool in cold water., Chop the umeboshi into a paste., Put the spaghetti, umeboshi paste, edamame and sesame seeds in a bowl., Add the seasoning ingredients and mix well., This is even more delicious topped with some finely shredded shiso leaves.
Edamame beans, sesame seeds, Sesame oil, Ponzu, Pepper

Simmer onion and meat in a sauce pan until meat is in fine pieces., Drain, transfer mixture to a food processor and pulse until finely ground., Return meat mixture to pan, add remaining ingredients and simmer an additional 2 hours., I always make a double batch and freeze some. This always goes in the camper with us.
ground beef, onion, tomato sauce, water, thyme, celery, allspice, clove, salt, chili powder, red pepper, ginger, cinnamon, dry mustard

Mix sugar and milk in large, heavy saucepan., Slowly bring to a boil and boil for 8 minutes., Remove from heat; add butter, chocolate chips and marshmallows., Mix until chips and marshmallows are melted., Add vanilla and nuts; blend., Spread in large ungreased pan and let cool., Cut into bite size pieces.
sugar, milk, chocolate chips, marshmallows, butter, vanilla, nuts