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.
Input: Label your freezer bag with the name of the recipe, cooking instructions, and "use-by" date. (I use these simple printable labels, Combine all ingredients (except beef broth) in a gallon-sized plastic freezer bag, adding the beef to the bag last so it's the first ingredient poured into the crockpot., Remove as much air as possible, seal, and freeze for up to three months., When ready to eat, thaw overnight in the refrigerator or in a bowl of cold water., Add to crockpot with beef broth and cook on "low" setting for 8 hours or until carrots are soft., Remove the bay leaf and enjoy!
Output:
chuck roast, carrots, celery, onion, thyme, rosemary, bay leaf, salt, pepper, barley, beef broth