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.
One example: Preheat oven to 375 degrees., Boil syrup, sugar and shortening over medium heat, stirring constantly., Remove from heat., Gradually stir in flour and nuts., Drop by teaspoonfuls about 3 inches apart on lightly greased cookie sheet., Bake 5 to 6 min., Remove from oven and let stand 5 min, before removing from sheet., May be rolled into cylindrical shape while still hot., If cooled too much, return to oven for a minute., Yield: 4 dozen cookies.
Solution is here: flour, nuts, corn syrup, shortening, brown sugar
Explanation: This is a good example, as we see the NER is generated correctly from the directions.

Now, solve this: Preheat the broiler., In a bowl, combine beef, dill, parsley, shallot, salt and pepper; form into 12 patties., In a large skillet, heat 2 tbsp evoo over med-hi heat; add 6 patties and cook for 2 minutes, then flip and cook for 1-2 minutes more. Repeat to complete all 12 patties., Spread some mustard on the roll bottoms and arrange on a broiler pan; place a patty on each and top with the cheese. Melt the cheese under the broiler, about 30 seconds. Cover with tomato slices and roll tops.
Solution:
ground beef, fresh dill, flat leaf parsley, shallot, salt, pepper, extra virgin olive oil, mustard, dinner rolls, cheddar cheese, tomatoes