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.
See one example below:
Problem: 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: flour, nuts, corn syrup, shortening, brown sugar
Explanation: This is a good example, as we see the NER is generated correctly from the directions.

Problem: Preheat the oven to 350. Butter eight 6-ounce ramekins and coat with Parmigiano; tap out the excess. Place the ramekins on a sturdy rimmed baking sheet., In a large pot of lightly salted boiling water, cook the lasagna noodles until al dente. Drain and cool under running water. Pat dry. Using a 3 1/4-inch biscuit cutter, stamp out 24 rounds (they should fit neatly inside the ramekins)., In a large saucepan, melt the 4 tablespoons of butter. Add the flour and whisk over moderately high heat for 1 minute. Add the milk and whisk over moderate heat until the sauce is bubbling and thickened, about 5 minutes. Remove from the heat and whisk in the egg, chives, parsley and 1/2 cup of the Parmigiano. Let cool slightly, then stir in the Fontina and prosciutto. Season the filling with pepper., Arrange 1 pasta round in the bottom of each ramekin. Spoon a scant 1/4 cup of the filling into each ramekin and top with another noodle; press to flatten slightly. Top with the remaining filling and pasta rounds. Sprinkle the tops with the remaining 1/4 cup of Parmigiano and cover loosely with foil., Bake the cupcakes for about 20 minutes, until the filling is just bubbling. Remove the foil and bake for about 30 minutes longer, until slightly puffed and the tops and sides are golden. Let cool for 20 minutes. Run a knife around the lasagna cupcakes, then invert onto plates, tapping firmly to release them. Serve hot or warm.
Solution:
unsalted butter, freshly grated Parmigiano-Reggiano cheese, lasagna noodles, all-purpose, milk, egg, chives, parsley, cheese, Freshly ground pepper