sileod/deberta-v3-small-tasksource-nli
Zero-Shot Classification
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Updated
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81k
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5
Datasets:
Tasks:
Text Classification
Sub-tasks:
intent-classification
Languages:
English
Multilinguality:
monolingual
Size Categories:
n<1K
Language Creators:
expert-generated
Annotations Creators:
expert-generated
Source Datasets:
original
ArXiv:
Tags:
License:
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
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Send my location to my husband | 5ShareCurrentLocation
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Send my location | 5ShareCurrentLocation
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Always share my location with Lori | 5ShareCurrentLocation
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Share my location with my boyfriend until I get home | 5ShareCurrentLocation
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Send my current location to Anna | 5ShareCurrentLocation
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Share my location with Steve for 3 days | 5ShareCurrentLocation
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Share my location to mum until I get to school | 5ShareCurrentLocation
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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
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Share my location with Jo until 8pm | 5ShareCurrentLocation
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Share my current location | 5ShareCurrentLocation
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Send my current location to the friends I'm meeting with | 5ShareCurrentLocation
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What's the best hotel between Soho Grand and Paramount Hotel? | 0ComparePlaces
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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
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Is my Airbnb closer than John's hotel? | 0ComparePlaces
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Is The View more expensive than Masa? | 0ComparePlaces
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What's the best between Le Bain and Marquee? | 0ComparePlaces
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Is Vertigo Sky Lounge more expensive than the bar I usually go to in New York? | 0ComparePlaces
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I'd like to know whether Galli is more expensive than Rao's | 0ComparePlaces
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Is my favorite bar better than the Donut Pub? | 0ComparePlaces
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Is Waldorf Astoria more luxurious than the Four Seasons? | 0ComparePlaces
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What's the cheapest place between my favorite bar and Employees Only? | 0ComparePlaces
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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
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What's the cheapest place between Galli and The Smile? | 0ComparePlaces
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Is Three Dots and a Dash cheaper than Lost Lake? | 0ComparePlaces
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What is the closest theatre between Belasco Theatre and Majestic Theatre? | 0ComparePlaces
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What is the most expensive restaurant between Per Se and Rao's? | 0ComparePlaces
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Which restaurant is the cheapest, Shake Shack or Five Guys ? | 0ComparePlaces
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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
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Does the View has reserved parking? | 4GetPlaceDetails
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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
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How crowded is Per Se right now? | 4GetPlaceDetails
|
What time does Pouring Ribbons open tonight? | 4GetPlaceDetails
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How crowded is the bar near my place? | 4GetPlaceDetails
|
Is there wifi at the coffee place where I'm meeting with John? | 4GetPlaceDetails
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What's the address of the place where I was yesterday night? | 4GetPlaceDetails
|
Is the Swan Oyster Depot cash-only? | 4GetPlaceDetails
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Is there a wifi at The Smile? | 4GetPlaceDetails
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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
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What's the price range for a dinner at Galli? | 4GetPlaceDetails
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How far is Frying Pan from the Highline Ballroom? | 4GetPlaceDetails
|
Who is playing tonight at the Madison Square Garden? | 4GetPlaceDetails
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What's planned at Slim's tonight? | 4GetPlaceDetails
|
Show me photos of Mondrian Soho | 4GetPlaceDetails
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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
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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
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How far is the NoMad Bar? | 4GetPlaceDetails
|
How much does it cost to go to Disneyland? | 4GetPlaceDetails
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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
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When is it the quietest at Good Luck bar? | 4GetPlaceDetails
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Is there valet parking at Kang Ho Dong Baekjeong? | 4GetPlaceDetails
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Show me the cheapest cocktail bar near the hotel my sister stays in | 3SearchPlace
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Find me a restaurant similar to the one I went to yesterday evening | 3SearchPlace
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Show me the closest restaurants with all you can eat buffets | 3SearchPlace
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Find me a 3 stars restaurant in Los Angeles | 3SearchPlace
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I want to eat some fried chicken. Any suggestions? | 3SearchPlace
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What's the closest pizza restaurant around here? | 3SearchPlace
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Show me the top 5 French restaurants in Manhattan | 3SearchPlace
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Where can I eat the best burger in Soho? | 3SearchPlace
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Show me veggie restaurants nearby | 3SearchPlace
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Find me a salad bar I can go to for my lunch meeting | 3SearchPlace
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What's the best irish pub in hell's kitchen? | 3SearchPlace
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Find a store near Sia's place where I can buy champagne | 3SearchPlace
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Is there a place similar to Per Se in Williamsburg? | 3SearchPlace
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Find the top 3 family attractions in Hollywood not far from Angie's place | 3SearchPlace
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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
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 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
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.
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
Contributions
Thanks to @bduvenhage for adding this dataset.
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Homepage:
github.com
Repository:
github.com
Paper:
arxiv.org
Point of Contact:
with any question.
Size of downloaded dataset files:
9.13 MB
Size of the auto-converted Parquet files:
11.2 kB
Number of rows:
328
Models trained or fine-tuned on snips_built_in_intents
