TASK DEFINITION: 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.
PROBLEM: The night before, melt butter and brown sugar in a small pan, stirring., Pour into a 9 x 13-inch baking dish., Lay bread slices on top of brown sugar mix., Combine eggs with milk and cinnamon. Pour over the bread., Cover with plastic wrap and refrigerate overnight., In the morning, preheat oven to 350 and uncover baking dish., Bake for 30 minutes., Serve with syrup, honey or chopped blueberries mixed with 2 tablespoons orange juice.

SOLUTION: bread, butter, brown sugar, eggs, milk, cinnamon

PROBLEM: In a large bowl, combine the first seven ingredients; pour into pastry shell. Bake at 375 for 25-30 minutes or until set. Cool on a wire rack., In a large saucepan, melt chocolate chips and butter. Stir in cream until smooth. Remove from the heat; stir in coffee. Serve pie with ice cream and fudge sauce.

SOLUTION: brown sugar, all-purpose, eggs, butter, vanilla, chocolate chips, walnut halves, pastry shell, chocolate chips, butter, heavy whipping cream, coffee, Coffee

PROBLEM: Preheat oven to 375 degrees F. Mix all the dry ingredients into the olive oil. Mix in 1 cup of sour milk. Mix well, then add the rest of the milk, flavourings and eggs. Bake in a greased 9x13 pan, 20 -25 minutes.

SOLUTION:
All-purpose, White Sugar, Baking Soda, Baking Powder, Salt, Ginger, Nutmeg, Cinnamon, , Brown Sugar, Olive Oil, Sour Milk, Maple, Eggs