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: In a large covered pot, heat a gallon of water to a boil. When water boils, add 1 tablespoon salt and pasta, stir well, and cover until boiling. Uncover, and boil until just tender to the bite all the way through., Meanwhile, make the sauce: In a skillet (with a lid) large enough to hold the pasta later on, heat oil over medium-low heat. Add garlic, and slowly cook, stirring, until golden, about 5 minutes. Add clams with their juice, wine, tomatoes, red-pepper flakes, and salt and pepper to taste, keeping in mind that the clams are quite salty. Stir, reduce the heat, and simmer until slightly thickened, about 5 minutes., Reserving 1/2 cup cooking water, drain pasta in a colander. Add the drained pasta, parsley, butter, and salt and pepper to taste to the sauce, and mix well, adding a few tablespoons of pasta cooking water if needed to coat the pasta evenly. Cover, and cook 1 minute. Serve immediately.
Solution:
salt, linguine, extra-virgin olive oil, garlic, clams, white wine, Italian plum tomatoes, hot red-pepper, Freshly ground black pepper, parsley, cold unsalted butter