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.
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.
Example solution: flour, nuts, corn syrup, shortening, brown sugar
Example explanation: This is a good example, as we see the NER is generated correctly from the directions.

Problem: Sift the 00 flour in to a large mixing bowl and add the yeast and salt, make a well in the centre. Next mix the cold water, milk, honey and olive oil together in a mixing jug. Pour this in to the well, little by little, stirring and gradually bringing more flour in to the centre with a fork. Do this until all the flour is mixed in to the dough., Next you want to knead the dough for 5-10 minutes so that it is of a smooth elastic consistency and does not stick. If you don't know how to knead dough check out www.youtube.com there are some great video's. Do this on a lightly floured surface with floured hands, applying a dusting of flour when needed. Hint: Use latex gloves to prevent dough from sticking to your hands., Put the dough back in a lightly oiled bowl with a damp cloth to cover it. Let this sit in a warm place ideally about 40C or 100F until it has doubled in size this should take about an hour to an hour and a half. Remove the dough from the bowl and 'knock it back' punch the air out of it, do this for 1-2 minutes. Set this aside for later., The secret of great dough is using ice cold ingredients (milk, and water). If you have time, let the dough sit in the refrigerator overnight when you reach this stage, you will need to knock it back once more before you roll it out. This will make approximately 2 largish pizzas., For the tomato sauce i find using fresh tomatoes gives a better taste, plum tomatoes give a nice sweet taste or you can use canned ones here. Take the plum tomatoes and pierce the skin with a fork then blanch in boiling water for a few seconds, you should be able to remove the skin now. Put these in a saucepan and mash them up. Add all the other ingredients, apart from the basil, you can garnish with that on the finished pizza. Gently warm the ingredients for 5-10 minutes, don't burn it. There should be enough here for 2 fairly large pizza's., Roll out the dough with a rolling pin on a well floured surface, apply the tomato sauce and then add your cheese. The amount of cheese in the recipe is per pizza, and should be enough for 1 fairly large pizza., Grate the Mozzarella and apply evenly over pizza, sprinkle with Parmigiano-Reggiano and the grated provolone. The secret here is not to smother the pizza in cheese you want to be able to taste the full flavours in the pizza. A selection of Italian cheeses really makes a difference too., Add your favourite topping, My favourite topping is some portobello mushrooms sauteed in garlic butter and bell peppers, but you can add whatever you want. Again try not to smother it with toppings, the Italians tend to take the less is sometimes more approach here., Cook in a preheated oven on your maximum setting, probably about 250C Watch it doesn't burn it will only need about 10 minutes. A great tip is use a pizza stone, if you cook a lot of pizza and don't have one then buy one. It transfers the heat very fast in to the dough and creates a great crispy base that is unmatched to any other methods of cooking it, apart from using an authentic pizza oven.
Solution: Dough, water, cold milk, yeast, salt, honey, olive oil, tomato sauce, fresh plum tomatoes, tomato puree, sugar, salt, black pepper, garlic puree, oregano, basil, cheese, mozzarella cheese, cheese, provolone cheese