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 is below.
Q: 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.
A: flour, nuts, corn syrup, shortening, brown sugar
Rationale: This is a good example, as we see the NER is generated correctly from the directions.
Q: To prepare Cookies: Preheat oven to 325F (160C)., Sift together cocoa, flour, baking soda and salt onto a sheet of wax paper., Set aside., Heat 1 inch of water in the bottom of a double boiler over medium heat., Place semisweet and unsweetened baking chocolate in top half of the double boiler., Tightly cover the top pan with plastic wrap and heat 12 to 15 minutes., Remove from heat and stir chocolate until smooth., Keep at room temperature, or melt in microwave., Place brown sugar and butter in the bowl of electric mixer and beat on medium speed 1 minute., Scrape down bowl and beat on high speed additional 30 seconds., Scrape down bowl., Add eggs, 1 at a time, while beating on medium, stopping to scrape down bowl after incorporating each addition., Add vanilla and beat on medium 30 seconds., Add melted baking chocolate and beat on low 10 seconds more., Scrape down bowl and beat additional 30 seconds., Add flour mixture and beat on low until thoroughly combined, 20 to 30 seconds., Remove bowl from mixer, add chocolate chips and peanut butter chips; mix thoroughly with rubber spatula., Place 6 to 8 cookies per baking sheet (each cookie is approximately 2 tsp., Put sheets in middle of oven., Bake for 18 to 20 minutes, Cool cookies on pans 5 to 6 Transfer cookies to wire rack., Repeat procedure until all cookies have been baked., Cool cookies thoroughly before storing in sealed plastic container., To prepare Chocolate Dipping Sauce: Heat cream, butter and sugar in saucepan over medium-high heat., When hot, stir to dissolve sugar., Bring mixture to boil., Place chocolate in stainless steel bowl and pour boiling cream over chocolate., Let stand 5 minutes., Stir until smooth., Cool to room temperature., Dip can be made 3 to 4 days ahead and refrigerated., Reheat, stirring., Bring to room temperature before using., Put dip in a serving bowl, so guests can dip their cookies in before eating., Makes about 2 1/2 cups., Makes 3 to 2 1/2 dozen cookies.
A:
cocoa powder, flour, baking soda, salt, chocolate, chocolate, brown sugar, butter, eggs, vanilla, chocolate, peanut butter, Chocolate Dipping Sauce, heavy whipping cream, butter, sugar, chocolate