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 375F. Toss the asparagus tips with 1 teaspoon of olive oil, the rosemary, and salt and pepper. Scatter on a baking sheet, and roast for about 10 minutes., Meanwhile, whisk the half and half, eggs, and Parmesan together in a pie plate, and season with mixture of salt and pepper., Take 4 cooked asparagus tips, and line them up, facing in alternating directions, on one piece of bread. Dip the bread in the egg mixture, and, holding the asparagus flat to one side of the bread, flip it over so the asparagus side is also coated. Press the asparagus into the soggy bread., Heat a saute pan over medium-low heat. Melt 2 teaspoons of butter in the pan, and place 2 pieces of bread, asparagus side down, into the pan. Saute low and slow, about 4 minutes per side, pressing down so the bread browns evenly. Flip when golden, and brown another 4 minutes on the other side. While it's cooking on the second side, sprinkle the asparagus side with about a teaspoon or so of Parmesan. Keep warm in a 200F oven. Repeat for the next two slices. Serve with tomato jam., Place all the ingredients in a sauce pot over high heat. Bring to a boil, then reduce the heat to medium-low and simmer for 30 minutes, until most of the liquid has evaporated.
Solution:
olive oil, rosemary, Salt, eggs, Parmesan cheese, bread, unsalted butter, tomatoes, olive oil, sugar, lemon