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: Measure the 2 cups (475 ml) hot water into a large mixing bowl and add enough flour to make a batter, about 3 cups (700 ml)., Stir in the egg, oil, salt, and honey or molasses., Beat until smooth, cover and set aside., Combine the yeast and warm water in a bowl, stirring until dissolved., Add honey and 2 tbsp (30 ml) flour, beat well, and let stand until bubbly, about 10-15 minutes., Add to the batter and beat thoroughly., Gradually add sufficient flour to make a workable dough., Turn onto a floured surface and knead until smooth and elastic., Place in a warm bowl brushed with melted butter (or margarine), turning to coat the top., Cover loosely with plastic wrap and a towel and let rise 20 minutes., If there is time, punch down the dough, and let rise again 20 minutes to produce a smoother texture., Butter (or margarine) three 8 1/2 inch loaf pans., Divide the dough into thirds, form into loaves, and place in the pans., Place pans in a 100 degree (40 C.) oven to rise for 30 minutes., Raise temperature to 375 degrees (200 C.) and bake loaves 40-45 minutes.
Solution:
water, unbleached white flour, egg, light oil, salt, honey, active dry yeast, water, honey