Given the task definition and input, reply with output. 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.

Preheat the oven to 325 degrees F (165 degrees C). Grease a 12-cup muffin tin., Combine milk, vegetable oil, water, and egg in a bowl; whisk until well combined. Whisk in brownie mix, followed by pudding mix. Whisk until batter slightly thickens, about 2 minutes. Spoon batter into the prepared muffin cups, filling each 1/3 of the way., Bake in the preheated oven for 20 minutes. Transfer to a wire rack as quickly as possible to prevent brownies from overbaking.
milk, vegetable oil, water, egg, Ghirardelli