| MIT-Restaurant Slot Fillings Dataset | |
| # Source | |
| https://groups.csail.mit.edu/sls/downloads/restaurant/ | |
| # Entities | |
| "Cuisine", | |
| "Location", | |
| "Hours", | |
| "Dish", | |
| "Amenity", | |
| "Rating", | |
| "Restaurant_Name", | |
| "Price" | |
| # Label Functions | |
| 16 labeling functions in total, as shown below | |
| lfs = [ | |
| "Location1", | |
| "Location2", | |
| "Cuisine", | |
| "Dish", | |
| "Price1", | |
| "Price2", | |
| "Amentity1", | |
| "Amentity2", | |
| "Rating1", | |
| "Rating2", | |
| "Restaurant_Name1", | |
| "Restaurant_Name2", | |
| "Hours1", | |
| "Hours2", | |
| "Hours3", | |
| "Yelp" | |
| ] | |
| # Details on LFs | |
| Location ( |^)[^\w]*(within|near|next|close|nearby|around|around)[^\w]*([^\s]+ ){0,2}(here|city|miles|mile)*[^\w]*( |$) any kid friendly restaurants around here | |
| Location "in the area" im looking for a 5 star restaurant in the area that serves wine | |
| Cuisine cuisine1a=['italian','american','japanese','spanish','mexican','chinese','vietnamese','vegan']; cuisine1b=['bistro','delis']; cuisine2=['barbecue','halal','vegetarian','bakery'] can you find me some chinese food | |
| Price " ([0-9]+|few|under [0-9]+) dollar" i need a family restaurant with meals under 10 dollars and kids eat | |
| Rating "( (high|highly|good|best|top|well|highest|zagat) (rate|rating|rated))|((rated|rate|rating) [0-9]* star)|([0-9]+ star)" where can i get the highest rated burger within ten miles | |
| Hours "((open|opened) (now|late))|(still (open|opened|closed|close))|(((open|close|opened|closed) \w+([\s]| \w* | \w* \w* ))*[0-9]+ (am|pm|((a|p) m)|hours|hour))" where is the nearest italian restaurant that is still open | |
| Hours "(open|close) (\w* ){0,3}until (\w* ){0,2}(([0-9]* (am|pm|((a|p) m)|hour|hours))|(late (night|hour))|(midnight))" find a vegan cuisine which is open until 2 pm | |
| Amenity "(outdoor|indoor|group|romantic|family|outside|inside|fine|waterfront|outside|private|business|formal|casual|rooftop|(special occasion))([\s]| \w+ | \w+ \w+ )dining" i want to go to a restaurant within 20 miles that got a high rating and is considered fine dining | |
| Hours "(open |this |very ){0,2}late( night| dinner| lunch| dinning|( at night)){0,2}" i need some late night chinese food within 4 miles of here | |
| Restaurant_Name "[\w+ ]{0,2}(palace|cafe|bar|kitchen|outback|dominoes)" is passims kitchen open at 2 am | |
| Dish "wine|sandwich|pasta|burger|peroggis|burrito|(chicken tikka masala)|appetizer|pizza|winec|upcake|(onion ring)|tapas" please find me a pub that serves burgers | |
| Price "(affordable|cheap|expensive|inexpensive)"; bad_words=['the','a','an','has','have','that','this','beef','for','with','if','at']; | |
| good_words=['price','prices','pricing','priced']; im looking for an inexpensive mexican restaurant | |
| Rating "(([0-9]*)|very|most)* (good|great|best|bad|excellent|negative|star) (\w* ){0,2}(review|reviews|rating|rated)" which moderately priced mexican restaurants within 10 miles have the best reviews | |
| Amenity "(pet|kid|)(friendly|indoor|outdoor|date|dining|buffet|great|fine|good|friend|group|birthday|anniversary|family|historical|family friendly|friendly)([\s]| \w+ | \w+ \w+ )(spot|dining|parking|dinne|style|eatries|catering|drive throughs|allow|amenity|amenity)*" is there a pet friendly restaurant within 10 miles from here | |
| Restaurant_Name "(burger king|mcdonalds|taco bells|Mcdills|denneys|dennys|Mcdills)" where is the next mcdonalds | |
| For Yelp: We extracted extract restaurant names and cuisines from yelp database (https://www.yelp.com/dataset) to augment the labeling function. | |