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What is democracy?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Look for how to make sourdough starter online
web_search
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": "how to make sourdough starter", "subject": null, "time": null, "title": null, "to": null }
Follow up with Dr. Smith about the customer complaint by email
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the customer complaint", "time": null, "title": null, "to": "Dr. Smith" }
Run the calculation 6.25% of 800
calculator
{ "city": null, "date": null, "destination": null, "expression": "6.25% of 800", "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Let me know when 23 minutes are up
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 23, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
I'm meeting for Science Fair August 31st at 9:15 AM, put it in my calendar
create_event
{ "city": null, "date": "August 31st", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "9:15 AM", "title": "Science Fair", "to": null }
Please show me how to get from the amphitheater to Spokane
get_directions
{ "city": null, "date": null, "destination": "Spokane", "expression": null, "minutes": null, "origin": "the amphitheater", "query": null, "subject": null, "time": null, "title": null, "to": null }
Take me from our hotel to the synagogue
get_directions
{ "city": null, "date": null, "destination": "the synagogue", "expression": null, "minutes": null, "origin": "our hotel", "query": null, "subject": null, "time": null, "title": null, "to": null }
Notify Pedro about the experiment data via email
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the experiment data", "time": null, "title": null, "to": "Pedro" }
Calendar entry: Anniversary Dinner for September 8th at 4:15 PM
create_event
{ "city": null, "date": "September 8th", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "4:15 PM", "title": "Anniversary Dinner", "to": null }
Tell me the forecast for Chesapeake for the 22nd
weather
{ "city": "Chesapeake", "date": "the 22nd", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Math question: what is 2 + 2?
calculator
{ "city": null, "date": null, "destination": null, "expression": "2 + 2", "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Reach out to Rachel about the group project by email
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the group project", "time": null, "title": null, "to": "Rachel" }
Put down Going Away Party for October 1st at 9:15 AM
create_event
{ "city": null, "date": "October 1st", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "9:15 AM", "title": "Going Away Party", "to": null }
Please search for freelancing tips for beginners
web_search
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": "freelancing tips for beginners", "subject": null, "time": null, "title": null, "to": null }
I should send a message to Vikram about the technical spec
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the technical spec", "time": null, "title": null, "to": "Vikram" }
Don't let me forget — Pediatrician Visit is Saturday afternoon at 11:00 AM
create_event
{ "city": null, "date": "Saturday afternoon", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "11:00 AM", "title": "Pediatrician Visit", "to": null }
Can you format this as a table?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Please time 6 minutes
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 6, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Find me results for sustainable living tips
web_search
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": "sustainable living tips", "subject": null, "time": null, "title": null, "to": null }
What is the difference between a virus and a bacterium?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Driving directions from the botanical garden to the concert venue
get_directions
{ "city": null, "date": null, "destination": "the concert venue", "expression": null, "minutes": null, "origin": "the botanical garden", "query": null, "subject": null, "time": null, "title": null, "to": null }
I'm going from Savannah to the hiking trail, show me the way
get_directions
{ "city": null, "date": null, "destination": "the hiking trail", "expression": null, "minutes": null, "origin": "Savannah", "query": null, "subject": null, "time": null, "title": null, "to": null }
What's the quickest way from the brewery to Portland?
get_directions
{ "city": null, "date": null, "destination": "Portland", "expression": null, "minutes": null, "origin": "the brewery", "query": null, "subject": null, "time": null, "title": null, "to": null }
Countdown: 43 minutes
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 43, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
What is a black hole?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
What is the capital of France?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Could you work out 4 * 3 * 2?
calculator
{ "city": null, "date": null, "destination": null, "expression": "4 * 3 * 2", "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
I want to drive from Philadelphia to the pool
get_directions
{ "city": null, "date": null, "destination": "the pool", "expression": null, "minutes": null, "origin": "Philadelphia", "query": null, "subject": null, "time": null, "title": null, "to": null }
I need you to search for how to negotiate a raise
web_search
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": "how to negotiate a raise", "subject": null, "time": null, "title": null, "to": null }
Math: triple 48
calculator
{ "city": null, "date": null, "destination": null, "expression": "triple 48", "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
How do I walk from the office to the Las Vegas Strip?
get_directions
{ "city": null, "date": null, "destination": "the Las Vegas Strip", "expression": null, "minutes": null, "origin": "the office", "query": null, "subject": null, "time": null, "title": null, "to": null }
You there?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Please time 80 minutes
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 80, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Email the supplier regarding the conference abstract please
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the conference abstract", "time": null, "title": null, "to": "the supplier" }
450 minute timer please
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 450, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Mark February 14th at 7:15 AM for Customer Summit
create_event
{ "city": null, "date": "February 14th", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "7:15 AM", "title": "Customer Summit", "to": null }
Can you navigate me from Charlotte to the National Mall?
get_directions
{ "city": null, "date": null, "destination": "the National Mall", "expression": null, "minutes": null, "origin": "Charlotte", "query": null, "subject": null, "time": null, "title": null, "to": null }
Would you start a 24 minute timer?
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 24, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
What's the temperature in Porto April 10th?
weather
{ "city": "Porto", "date": "April 10th", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Set 49 minutes and alert me when done
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 49, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Send a note to Adaeze about the escalation
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the escalation", "time": null, "title": null, "to": "Adaeze" }
Start a 270 minute workout timer
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 270, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Planning a trip to Chennai February 7th, how's the weather?
weather
{ "city": "Chennai", "date": "February 7th", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
I'd like to create a calendar entry for API Design Session for January 5th at afternoon
create_event
{ "city": null, "date": "January 5th", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "afternoon", "title": "API Design Session", "to": null }
How long does it take to form a habit?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
I need to travel from San Francisco to the gas station
get_directions
{ "city": null, "date": null, "destination": "the gas station", "expression": null, "minutes": null, "origin": "San Francisco", "query": null, "subject": null, "time": null, "title": null, "to": null }
Is social media bad for mental health?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Give me search results for travel insurance comparison
web_search
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": "travel insurance comparison", "subject": null, "time": null, "title": null, "to": null }
Can you look into cybersecurity basics for individuals?
web_search
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": "cybersecurity basics for individuals", "subject": null, "time": null, "title": null, "to": null }
Navigate from the arena to the coffee shop
get_directions
{ "city": null, "date": null, "destination": "the coffee shop", "expression": null, "minutes": null, "origin": "the arena", "query": null, "subject": null, "time": null, "title": null, "to": null }
route from the brewery to Anchorage
get_directions
{ "city": null, "date": null, "destination": "Anchorage", "expression": null, "minutes": null, "origin": "the brewery", "query": null, "subject": null, "time": null, "title": null, "to": null }
How do I know if I'm in the right career?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
What is the Magna Carta?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Can you create Language Class for next Saturday morning at 8:30 PM?
create_event
{ "city": null, "date": "next Saturday morning", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "8:30 PM", "title": "Language Class", "to": null }
Debug this code for me
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Would you look up photography tips for beginners for me?
web_search
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": "photography tips for beginners", "subject": null, "time": null, "title": null, "to": null }
I'm feeling great today
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Put down SAT Prep for the 7th at 6:00 PM
create_event
{ "city": null, "date": "the 7th", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "6:00 PM", "title": "SAT Prep", "to": null }
Look up Kolkata weather for this Saturday
weather
{ "city": "Kolkata", "date": "this Saturday", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Message my mentor — subject: the team restructure
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the team restructure", "time": null, "title": null, "to": "my mentor" }
Calculate 1500 * 0.06
calculator
{ "city": null, "date": null, "destination": null, "expression": "1500 * 0.06", "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Start a 54 minute timer
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 54, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Buzz me in 40 minutes
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 40, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Send an email to Alice about the marketing campaign
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the marketing campaign", "time": null, "title": null, "to": "Alice" }
Calculate 144 / 12
calculator
{ "city": null, "date": null, "destination": null, "expression": "144 / 12", "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Start counting down 59 minutes
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 59, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Should I bring an umbrella to Pittsburgh the 30th?
weather
{ "city": "Pittsburgh", "date": "the 30th", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Who was the first president of the United States?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
What's the weather like on Mars?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Give me a 85 minute timer
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 85, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Don't let me forget — Physical Therapy is next Thursday at 8pm
create_event
{ "city": null, "date": "next Thursday", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "8pm", "title": "Physical Therapy", "to": null }
Find me a route from the farmer's market to the convention hall
get_directions
{ "city": null, "date": null, "destination": "the convention hall", "expression": null, "minutes": null, "origin": "the farmer's market", "query": null, "subject": null, "time": null, "title": null, "to": null }
Set a 21-minute timer
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 21, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
What's a good recipe for pasta carbonara?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Inform Oscar about the customer complaint by email
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the customer complaint", "time": null, "title": null, "to": "Oscar" }
What was the Renaissance?
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Give me a 85 minute timer
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 85, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Count down 43 minutes
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 43, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Could you show me the route from Cairo to Mexico City?
get_directions
{ "city": null, "date": null, "destination": "Mexico City", "expression": null, "minutes": null, "origin": "Cairo", "query": null, "subject": null, "time": null, "title": null, "to": null }
Send an email to the project lead about the raise request
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the raise request", "time": null, "title": null, "to": "the project lead" }
Set a reminder for Webinar for next Thursday at 8:00 PM
create_event
{ "city": null, "date": "next Thursday", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "8:00 PM", "title": "Webinar", "to": null }
Please add Vet Appointment to my calendar for December 31st at 2:30 PM
create_event
{ "city": null, "date": "December 31st", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "2:30 PM", "title": "Vet Appointment", "to": null }
What's the temperature in Mérida Friday evening?
weather
{ "city": "Mérida", "date": "Friday evening", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Could you set up Martial Arts Class for next week at 3:15 PM?
create_event
{ "city": null, "date": "next week", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "3:15 PM", "title": "Martial Arts Class", "to": null }
Please write an email to Ashley about the expense report
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the expense report", "time": null, "title": null, "to": "Ashley" }
Can you search for best hostels in Europe?
web_search
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": "best hostels in Europe", "subject": null, "time": null, "title": null, "to": null }
Hunt down vegan meal prep ideas on the web
web_search
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": "vegan meal prep ideas", "subject": null, "time": null, "title": null, "to": null }
Directions from my house to headquarters please
get_directions
{ "city": null, "date": null, "destination": "headquarters", "expression": null, "minutes": null, "origin": "my house", "query": null, "subject": null, "time": null, "title": null, "to": null }
Register On-Call Handoff for the 5th at 8am
create_event
{ "city": null, "date": "the 5th", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "8am", "title": "On-Call Handoff", "to": null }
Add Project Status Update to the schedule for Saturday morning at 1:45 PM
create_event
{ "city": null, "date": "Saturday morning", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": "1:45 PM", "title": "Project Status Update", "to": null }
Inform Ifeanyi about the homework assignment by email
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the homework assignment", "time": null, "title": null, "to": "Ifeanyi" }
weather conditions Stuttgart May 1st
weather
{ "city": "Stuttgart", "date": "May 1st", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Should I bring an umbrella to San Jose tomorrow afternoon?
weather
{ "city": "San Jose", "date": "tomorrow afternoon", "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Please time 35 minutes
set_timer
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": 35, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
I need to get in touch with the customer about the experiment data
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the experiment data", "time": null, "title": null, "to": "the customer" }
Summarize this article
NO_CALL
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Can you calculate square root of 144?
calculator
{ "city": null, "date": null, "destination": null, "expression": "square root of 144", "minutes": null, "origin": null, "query": null, "subject": null, "time": null, "title": null, "to": null }
Best driving route from the university to Los Angeles
get_directions
{ "city": null, "date": null, "destination": "Los Angeles", "expression": null, "minutes": null, "origin": "the university", "query": null, "subject": null, "time": null, "title": null, "to": null }
Hit up my lawyer about the procurement request via email
send_email
{ "city": null, "date": null, "destination": null, "expression": null, "minutes": null, "origin": null, "query": null, "subject": "the procurement request", "time": null, "title": null, "to": "my lawyer" }
End of preview. Expand in Data Studio

Baby Tool-Calling Dataset

A synthetic dataset for training a minimal tool-calling language model from scratch. Built as part of an NLP course project at Cornell University, Spring 2026.

Task

Map natural-language user queries to structured tool calls (intent detection + slot filling).

Tools (8 classes)

  • weather(city, date)
  • create_event(title, date, time)
  • send_email(to, subject)
  • calculator(expression)
  • get_directions(origin, destination)
  • web_search(query)
  • set_timer(minutes)
  • NO_CALL — when no tool is appropriate

Format

Field Type Description
query string Natural language user query
tool string Tool to call or NO_CALL
arguments dict Key-value argument pairs

Splits

Split Rows
train 16,800
validation 2,100
test 2,100

Usage

from datasets import load_dataset
ds = load_dataset("GunabhiramAruru/baby-tool-calling-dataset")

Created by

Gunabhiram Aruru, Pratik Pujari, Nirajan Paudel Intro to NLP — Spring 2026,

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