Teacher: 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.
Teacher: Now, understand the problem? If you are still confused, see the following example:
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
Reason: This is a good example, as we see the NER is generated correctly from the directions.

Now, solve this instance: Preheat oven to 375 Degrees, Grease an 8' inch cake or Pyrex baking dish., In a medium bowl mix flour, graham flour, brown sugar, baking powder, salt, and lime zest., Add the diced cold butter and egg to the dry ingredients, cutting it all in with a pastry cutter or fork. You can also use your fingers to break up any large pieces of butter., Once the mixture resembles crumbs, press half into the pan., In another bowl, add sugar, limejuice, cornstarch and almond extract and mix, then, carefully stir in berries., Spread fruit with juices evenly on top of dough and sprinkle with remaining dough. You want some fruit peeking out., Cool before slicing.
Student:
Layer, Flour, Flour, Brown Sugar, Baking Powder, Salt, Butter, Egg, zest of one Lime, Fruit Filling, Sugar, Lime, Cornstarch, Almond Extract, Raspberries