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when did the first super nintendo come out in the us
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other
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when did the first super nintendo come out
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other
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when was the super nintendo first released
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other
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where was scorpion island filmed
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which us presidents daughter was named amy
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which is the sea that runs through greece to turkey
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which sea connects greece to turkey
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other
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what is the name that separates greece from turkey
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other
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what is india's population from 2001 to 2010
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other
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what is the population of india between 2001 to 2010
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other
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what city in belgium is regarded as the capital of the eu
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other
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what city is the capital of the eu
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other
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what city in belgium is regarded as eu's capital
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other
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what city in belgium is the capital of the eu
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other
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who said this quote two heads are better than one
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who said the famous quote "two heads are better than one"
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who said the quote two heads are better than one
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who wrote the quote two heads are better than one
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what was napoleon bonaparte religion
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who was the first female athlete to appear on the wheaties box
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first female athlete who appeared on the wheaties box
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other
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germany's attack on what country provoked britain to go to war
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what is the cause of war in germany and britain
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germany's attacked which country directly provoked britain to go war
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in what state was kobe bryant born
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what state was kobe bryant born in
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which state is the place of birth of kobe bryant
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which continent has the most people
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who was the us president after andrew johnson
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who won the position of president following andrew johnson
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cities of bahrain that start with b
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other
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when was dave pelzer first married
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other
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when did dave pelzer marry for the first time
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when did berlie doherty write street child
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other
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what regions were captured by israel during the six day war
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what territories did israel gain control of in the 6 day war of 1967
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what new territories were taken by israel after the six day war
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what land did israel win in the six day war
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what territories did israel take control of after the six day war in 1967
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what was the last film to win both best actor and best actress
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what period of time was georges bizet from
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who was edwards wife
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what was barack obama's age when he married michelle obama
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what country sent a monkey to space
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which country sent the monkey into space
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who sent the first monkey into space
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which country was the first to send a monkey to space
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what country put the first monkey into space
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what country sends the 1st monkey to space
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what the lowest spot in arizona
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what is the world's biggest company by number of employees
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other
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which company has the largest number of employees in the world
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which company has the most employees in the world
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which is the largest company consist of many employees in the world
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company with most employees world wide
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what song was given grammy award for the best song of 1988
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what song was given the 1988 grammy award
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what song was given the award for best song of 1988
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what song was given in the grammy award for the best song of 1988
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what song was given the grammy award for the best song of 1988
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when was the ed sullivan show first aired
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what is the largest state in the us
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what is the symbol for the highest point in alabama
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what did mary ingalls die from
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what did mary ingalls die of
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what is hank william jr nickname
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who has played for manchester city and manchester united and everton and liverpool
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which footballer played for liverpool manchester city manchester united and everton
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other
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when is sean faris birthday
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what is sean faris birthday
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which art movement was paul cezanne involved in
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what was paul cezanne's movement in his art work
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what art movement did paul cezanne belong to
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other
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what was the third book in twilight series called
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other
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what is the book called after new moon in the twilight series
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what is the third book of twilight called
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other
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what is the 3rd book called in the twilight series
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what is the third book called in the twilight series
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other
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who was the american general in the pacific during world war ii
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other
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when did willian prescott frost jr die
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what was the first nfl stadium
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other
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what country does bujumbura belong to
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other
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what country is bujumbura in
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other
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bujumbura is capital of what country
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other
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what is the country of bujumbura
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other
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which country is bujumbura in
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other
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when did luke write the gospel of luke
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other
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what is the real name of michael's youngest son
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other
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what the mountains ranges include in tennessee
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other
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what are tennessee's mountain range
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other
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when was manchester united born
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other
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when and where did alexander die
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other
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who is the present chief minister of tamilnadu
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other
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who is the chief minister of tamilnadu
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other
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who is tamilnadu's chief minister
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other
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who is the current chief minister of tamilnadu
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other
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best actress award the oscar in 1988
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other
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who won best actress in 1988
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other
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oscar best actress award in 1988 went to
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other
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what actress won an oscar for best actress in 1988
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other
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End of preview. Expand
in Data Studio
Synthetic On-Device Assistant Commands (70K Records)
Overview
This dataset, comprising 70000 unique synthetic command phrases, was created to train a robust, low-latency text classifier for an offline, private AI assistant application on Android.
It addresses the lack of publicly available, high-variability command datasets tailored for edge computing and low-latency intent recognition. The resulting model, optimized with post-training quantization, operates entirely on-device, prioritizing user privacy and speed.
Supported Tasks and Intents
The dataset is structured for a multi-class Intent Classification task across seven common mobile device actions.
| Intent Category | Count (Records) | Example Commands |
|---|---|---|
| making_call | 10,000 | "Make a call to Anand," "Ring up my doctor." |
| setting_alarm | 10,000 | "Set alarm for 7 AM," "Wake me up at 06:45." |
| setting_reminder | 10,000 | "Remind me to pay rent tomorrow," "Set a reminder for the meeting." |
| playing_song | 10,000 | "Play 'Bohemian Rhapsody'," "Shuffle my workout playlist." |
| navigation | 10,000 | "Navigate to the nearest gas station," "Start driving home." |
| weather_report | 10,000 | "What is the weather in Croatia," "Will it rain today?" |
| general_question | 10,000 | "What's the best food in Croatia," "Tell me about the history of Rome." |
Construction Methodology
The dataset was generated synthetically using BERT (MobileBERT) to create high-variability training samples.
- Seed Phrase Generation: 100 unique root phrases were manually created for each category (e.g., "Call [person]" or "Start navigation to [place]").
- Variable Injection: BERT was used to generate and inject unique, domain-specific entities (e.g., thousands of unique names for the
making_callintent, and thousands of unique places for thenavigationintent). - Combination: This technique resulted in approximately 10,000 unique commands per category, yielding a final training set of 70,000 total records.
Data Format
The dataset is provided in a single CSV file.
Usage Notes
This dataset is perfect for training lightweight transformer models (like MobileBERT) for applications in Edge AI, on-device machine learning, and privacy-first application development.
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