Datasets:

sonos-nlu-benchmark
/

snips_built_in_intents

text stringlengths 10 93	label class label 10 classes
Share my location with Hillary's sister	5ShareCurrentLocation
Send my current location to my father	5ShareCurrentLocation
Share my current location with Jim	5ShareCurrentLocation
Send my location to my husband	5ShareCurrentLocation
Send my location	5ShareCurrentLocation
Always share my location with Lori	5ShareCurrentLocation
Share my location with my boyfriend until I get home	5ShareCurrentLocation
Send my current location to Anna	5ShareCurrentLocation
Share my location with Steve for 3 days	5ShareCurrentLocation
Share my location to mum until I get to school	5ShareCurrentLocation
Share my location with my office manager until noon	5ShareCurrentLocation
Share my location with my Uber driver	5ShareCurrentLocation
Share my location with Robert for the next 10 min	5ShareCurrentLocation
Share my location with Jo until 8pm	5ShareCurrentLocation
Share my current location	5ShareCurrentLocation
Send my current location to the friends I'm meeting with	5ShareCurrentLocation
What's the best hotel between Soho Grand and Paramount Hotel?	0ComparePlaces
What's the cheapest between the two restaurants the closest to my hotel?	0ComparePlaces
What's the closest between Jo's and Lori's place?	0ComparePlaces
Is my Airbnb closer than John's hotel?	0ComparePlaces
Is The View more expensive than Masa?	0ComparePlaces
What's the best between Le Bain and Marquee?	0ComparePlaces
Is Vertigo Sky Lounge more expensive than the bar I usually go to in New York?	0ComparePlaces
I'd like to know whether Galli is more expensive than Rao's	0ComparePlaces
Is my favorite bar better than the Donut Pub?	0ComparePlaces
Is Waldorf Astoria more luxurious than the Four Seasons?	0ComparePlaces
What's the cheapest place between my favorite bar and Employees Only?	0ComparePlaces
Is my hotel in NYC for this week better than the hotel I stayed in when I was in Chicago?	0ComparePlaces
Is Soho Grand better than Paramount?	0ComparePlaces
What's the cheapest place between Galli and The Smile?	0ComparePlaces
Is Three Dots and a Dash cheaper than Lost Lake?	0ComparePlaces
What is the closest theatre between Belasco Theatre and Majestic Theatre?	0ComparePlaces
What is the most expensive restaurant between Per Se and Rao's?	0ComparePlaces
Which restaurant is the cheapest, Shake Shack or Five Guys ?	0ComparePlaces
What is the cheapest restaurant between Balthazar and Lombardi's?	0ComparePlaces
Show me photos of the bar I'm going to for Rand's birthday	4GetPlaceDetails
Does the View has reserved parking?	4GetPlaceDetails
How much is it to go to the top of Empire State Building?	4GetPlaceDetails
Give me the phone number of the place I'm going to today	4GetPlaceDetails
When is Rao's the most crowded?	4GetPlaceDetails
What's the phone number of the Dead Rabbit?	4GetPlaceDetails
Is there a parking at my hotel?	4GetPlaceDetails
How crowded is Per Se right now?	4GetPlaceDetails
What time does Pouring Ribbons open tonight?	4GetPlaceDetails
How crowded is the bar near my place?	4GetPlaceDetails
Is there wifi at the coffee place where I'm meeting with John?	4GetPlaceDetails
What's the address of the place where I was yesterday night?	4GetPlaceDetails
Is the Swan Oyster Depot cash-only?	4GetPlaceDetails
Is there a wifi at The Smile?	4GetPlaceDetails
Can I pay by credit card at Boom Boom Room?	4GetPlaceDetails
What's the phone number of my hotel in Chicago next month?	4GetPlaceDetails
Is Pates Et Traditions cash only?	4GetPlaceDetails
Are there good tips to know when going to the Modern?	4GetPlaceDetails
What's the price range for a dinner at Galli?	4GetPlaceDetails
How far is Frying Pan from the Highline Ballroom?	4GetPlaceDetails
Who is playing tonight at the Madison Square Garden?	4GetPlaceDetails
What's planned at Slim's tonight?	4GetPlaceDetails
Show me photos of Mondrian Soho	4GetPlaceDetails
What time does Employees Only close?	4GetPlaceDetails
I want to see photos of the place we're going to tonight	4GetPlaceDetails
What's happening this week at Smalls Jazz Club?	4GetPlaceDetails
Is there a children's menu at The Standard Grill?	4GetPlaceDetails
Show me the Butcher's Daughter's menu	4GetPlaceDetails
Give me the address of the biggest Wallmart in Boston area	4GetPlaceDetails
Where's Irving Plaza located?	4GetPlaceDetails
How expensive is the best French restaurant near work?	4GetPlaceDetails
How far is the NoMad Bar?	4GetPlaceDetails
How much does it cost to go to Disneyland?	4GetPlaceDetails
How far am I from the Guggenheim museum?	4GetPlaceDetails
Is there wifi at my Airbnb in London next week end?	4GetPlaceDetails
Are there activities for children at Hard Rock Cafe?	4GetPlaceDetails
Does the Butcher's Daughter serve vegetarian food only?	4GetPlaceDetails
Can I park at Gershwin Theatre?	4GetPlaceDetails
Give me the address of State Grill and bar	4GetPlaceDetails
Show me the menu of the restaurant I booked for tonight	4GetPlaceDetails
What are the opening hours of Please Don't Tell?	4GetPlaceDetails
What's Lori's home address?	4GetPlaceDetails
Where can I get tickets for a concert at Blue Note?	4GetPlaceDetails
Are there some tips to know when going to Battery Park?	4GetPlaceDetails
How much is a dinner at La Chine?	4GetPlaceDetails
Give me Steve's address in Manhattan	4GetPlaceDetails
Does Cafe Gitane have wifi?	4GetPlaceDetails
What's today's menu at The Water Club?	4GetPlaceDetails
When is it the quietest at Good Luck bar?	4GetPlaceDetails
Is there valet parking at Kang Ho Dong Baekjeong?	4GetPlaceDetails
Show me the cheapest cocktail bar near the hotel my sister stays in	3SearchPlace
Find me a restaurant similar to the one I went to yesterday evening	3SearchPlace
Show me the closest restaurants with all you can eat buffets	3SearchPlace
Find me a 3 stars restaurant in Los Angeles	3SearchPlace
I want to eat some fried chicken. Any suggestions?	3SearchPlace
What's the closest pizza restaurant around here?	3SearchPlace
Show me the top 5 French restaurants in Manhattan	3SearchPlace
Where can I eat the best burger in Soho?	3SearchPlace
Show me veggie restaurants nearby	3SearchPlace
Find me a salad bar I can go to for my lunch meeting	3SearchPlace
What's the best irish pub in hell's kitchen?	3SearchPlace
Find a store near Sia's place where I can buy champagne	3SearchPlace
Is there a place similar to Per Se in Williamsburg?	3SearchPlace
Find the top 3 family attractions in Hollywood not far from Angie's place	3SearchPlace
Find the best restaurants near my airbnb that serve brunch all day	3SearchPlace

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Dataset Card for Snips Built In Intents

Dataset Summary

Snips' built in intents dataset was initially used to compare different voice assistants and released as a public dataset hosted at https://github.com/sonos/nlu-benchmark in folder 2016-12-built-in-intents. The dataset contains 328 utterances over 10 intent classes. A related Medium post is https://medium.com/snips-ai/benchmarking-natural-language-understanding-systems-d35be6ce568d.

Supported Tasks and Leaderboards

There are no related shared tasks that we are aware of.

Languages

English

Dataset Structure

Data Instances

The dataset contains 328 utterances over 10 intent classes. Each sample looks like: {'label': 8, 'text': 'Transit directions to Barcelona Pizza.'}

Data Fields

text: The text utterance expressing some user intent.
label: The intent label of the piece of text utterance.

Data Splits

The source data is not split.

Dataset Creation

Curation Rationale

The dataset was originally created to compare the performance of a number of voice assistants. However, the labelled utterances are useful for developing and benchmarking text chatbots as well.

Source Data

Initial Data Collection and Normalization

It is not clear how the data was collected. From the Medium post: The benchmark relies on a set of 328 queries built by the business team at Snips, and kept secret from data scientists and engineers throughout the development of the solution.

Who are the source language producers?

Originally prepared by snips.ai. The Snips team has since joined Sonos in November 2019. These open datasets remain available and their access is now managed by the Sonos Voice Experience Team. Please email sve-research@sonos.com with any question.

Annotations

Annotation process

Who are the annotators?

[More Information Needed]

Personal and Sensitive Information

[More Information Needed]

Considerations for Using the Data

Social Impact of Dataset

[More Information Needed]

Discussion of Biases

[More Information Needed]

Other Known Limitations

[More Information Needed]

Additional Information

Dataset Curators

Licensing Information

The source data is licensed under Creative Commons Zero v1.0 Universal.

Citation Information

Any publication based on these datasets must include a full citation to the following paper in which the results were published by the Snips Team:

Coucke A. et al., "Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces." CoRR 2018, https://arxiv.org/abs/1805.10190