Datasets:
ArXiv:
Tags:
Name
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| Description
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Bank Account Number generator | The Bank Account Number tool generates a random bank account number for a bank. |
Train Ticket Purchase | The Train Ticket Purchase tool gets train tickets for a train, provided from and to stations, and date information. |
The Cricket Score tool | The Cricket Score tool gets the score for a match that happened at a given location and date. |
Book Review | The Book Review tool gets the top-rated book reviews for a particular book. |
Grocery Shopping with discounts | The Grocery Shopping tool calculates the expense of grocery shopping based on the menu. |
Stock Price at location and date | The Stock Price tool gets the stock price for a company at a given location and date. |
Movie Recommendation | The Movie Recommendation tool recommends movies based on the user's age, preferred genres, and the actors |
News | The News tool gets the top news for a particular topic or query. |
Age by date | The Age tool gets the age of a person given their name and date. |
Sun-Rise Time tool | Sun Rise Time tool computes the time at which the sun rises at a given location and date. |
Taxi Booking tool | The Taxi Booking tool books a taxi for a given location, date, and car model. |
Birthday Date of a given person | BirthdayDate tool is used to get the birthday date of a given person. |
Stock Trading | Makes a stock trading transaction. |
Stock Name by Sector | The Stock Name tool gets the stocks whose price is less than given number in a particular sector |
Bank Account Balance Finder | The Bank Account Balance tool returns the balance in a user's bank account at a given date, provided the name of the bank account. |
Travel Cost compute | The Travel Cost tool calculates the cost of travel from one city to another given travel dates. |
Daily Horoscope Tool | The Daily Horoscope tool returns the daily horoscope for a user for the current day. |
Birthday Date | Gets the birthday date given name |
Sun Rise Time | The Sun rise time tool gets the sun rise time at a given location on a given date |
Travel Distance tool | Travel Distance tool computes the distance between two locations. |
Language Translate | Translates the given text from one language to another language. |
Airline Seat Selector by airline | The Airline Seat Selector tool returns a seat for a given airline, flight number, date and class. |
Traffic Report for a location and date | The Traffic Report tool reports the traffic for a given location and date. |
Train Ticket Purchase With Seats | The Train Ticket Purchase tool books train tickets for a particular train given its number, origin, destination stations, seat numbers, class preference, and date information. |
Car Finder | The Car Finder tool finds the cars based on the model, make and the search radius. |
Movie Review By Date | The Movie Review tool gets top-rated movie reviews for a particular movie that are published on this date. |
Book Review By Date | The Book Review tool gets the top-rated book reviews for a particular book that are published on this date. |
Hotel Reservations tool | The Hotel Reservations tool books a room in a hotel for a given location, date, and number of nights. |
Shipping cost tool | The Shipping tool computes the cost to ship a product from a location to another. |
Convert Currency | The Currency Converter tool converts one currency to another. |
Travel Distance between two locations | The Travel Distance tool calculates the distance between two locations. |
Location | Gets the location of a place |
Pizza Order | The Pizza Order tool orders a pizza with provided toppings and size. |
Translate from one to other | Translates from one language to another |
Travel Duration | Returns the travel duration between two locations. |
The Currency Converter | The Currency Converter tool converts currency from one to another. |
Car | The Car tool gets the car model for a given car number plate. |
Stock Name | The Stock Name tool gets the stocks whose price is less than given number |
Stock buy | The Stock Trading tool allows users to buy stocks on a given date. |
Calculator Expression | The Calculator tool calculates the given expression. |
Sun Set Time | The Sun set time tool gets the sun set time at a given location on a given date |
Book Review By Day | The Book Review tool gets the top-rated book reviews for a particular book that are published on this day. |
Currency Converter | The Currency Converter tool converts a foreign currency to another currency. |
Car Finder Location | The Car Finder tool finds the car for a given location, date, and model. |
Car Rental with driver | The Car Rental tool rents a car for a given location, date, model with driver |
Shipping | The Shipping tool finds the shipping charges for a location |
Clothing Recommendation for weather | The Clothing Recommendation tool recommends clothing for a user based on weather, time, location, and gender. |
Job Search with Salary | The Job Search tool searches for a job based on the location, job title, and salary. |
Travel Duration tool | The Travel Duration tool computes the travel duration between two locations. |
Currency Converter tool | The Currency Converter tool converts one currency to another currency. |
Travel Distance Compute | The Travel Distance tool computes the distance between two locations. |
Shipping cost compute | Shipping the package from source location to destination location |
Date | Gets today's date |
Restaurant Finder | The Restaurant Finder tool finds the restaurants based on its location, cuisine and the number of people. |
Restaurant Reservations tool | The Restaurant Reservation tool makes reservations at a given restaurant at a given location and date. |
Movie Recommendation tool | The Movie Recommendation tool gives movie recommendations to users based on their age, gender, and the day and time information when they want to watch. |
Hotel Reservations | The Hotel Reservations tool reserves a room at a given hotel in a given location and provided date. |
Pizza Order for location & date | The Pizza Order tool orders a pizza for a given location, date, pizza size, and ingredients. |
Daily Horoscope | The Daily Horoscope tool returns the horoscope based on the date of birth of the user. |
Car Rental | The Car Rental tool rents a car for a given location, date, and model. |
Hotel deal | The Hotel deal tool gets the best hotel deals for a given location and date. |
Translate | The Translate tool translates a sentence from one language to another. |
Movie Review for movie | The Movie Review tool gets the top-rated movie reviews for a particular movie. |
Train information | The Train tool gives information about a train. |
Movie Finder By Date | The Movie Finder tool finds the movies based on its title, rating and release date. |
Stock Name tool | The Stock Name tool gets the stock name for a ticker |
Restaurant Reservations | The Restaurant Reservations tool reserves a table at a given restaurant name, date, and time. |
Bank Account Number Retriever | The Bank Account tool gets the bank account number for a given customer name and bank name. |
Calculate EMI tool | The EMI tool calculates the EMI for a loan based on the amount, rate of interest and duration of the loan. |
Car Rental with insurance | The Car Rental tool rents a car for a given location, date, model with insurance |
Calendar | The Calendar tool gets the details of a meeting |
Stock Price | The Stock Price tool gets the price of a given stock at a given date. |
Location for Lat Long | Gives the location for the given latitude and longitude. |
Bank Account Balance Tool | The Bank Account Balance tool gets the current balance in a given account number in a given bank |
Train search | The Train tool returns the trains from the source to the destination on a particular date. |
Train | The Train tool gets the train number for a given train name. |
Calculator basic | The Calculator tool performs basic calculations. |
Calendar date | The Calendar tool computes the date of the first day of the week that contains the specified date. |
Movie Finder | The Movie Finder tool finds the movies based on its title and rating. |
Sun Rise Time For location & date | Sun Rise Time tool returns sun rise time for a location and a date |
Flight Booking | The Flight Booking tool books a flight for a given origin, destination, date, and number of tickets |
Sun Rise Time Date Location | Gives the time at which the sun rises for a given date and location. |
Travel Cost | Returns the cost of travel given origin and destination places. |
Restaurant Finder with rating | The Restaurant Finder tool finds the restaurants based on its location, cuisine, the number of people and rating. |
Latest News | The News tool gives the latest news in a given category. |
Job Search by Salary | The Job Search tool searches for a job based on the location, job title, and salary. |
Airline Seat Selector | The Airline Seat Selector tool gets the airline seats based on the row and column. |
Cricket Score | The Cricket Score tool provides live cricket scores for an ongoing match. |
Sun Set Time Date Location | Gives the time at which the sun sets at a location on a date. |
Movie Review | The Movie Review tool gets top-rated movie reviews for a particular movie. |
Sun Set Time For location & date | Sun set time for a location and date. |
Bank Name | The Bank Name tool gives the name of the bank in which the provided person name has an account |
Weather forecast | The Weather tool gets the weather forecast for a given location and date. |
Calculate EMI | The Calculate EMI tool calculates EMI for a given loan amount, yearly interest rate and loan tenure. |
Clothing Recommendation | The Clothing Recommendation tool finds the recommended clothes based on the user's gender, preferred clothing style, size, and age. |
Traffic Report | The Traffic Report tool gets traffic report for a given location and date. |
Order Pizza | The Pizza Order tool orders a pizza for a given location, date, and size |
Airline Seat Selector by Flight Number | The Airline Seat Selector tool selects a seat for a passenger in a given flight. |
Car Type | The Car tool returns the type of car. |
Calculator Tool | The Calculator tool can be used to add, subtract, multiply, and divide the numbers. |
End of preview. Expand
in Dataset Viewer.
TOOLVERIFIER: Generalization to New Tools via Self-Verification
This repository contains the ToolSelect dataset which was used to fine-tune Llama-2 70B for tool selection.
Data
ToolSelect data is synthetic training data generated for tool selection task using Llama-2 70B and Llama-2-Chat-70B. It consists of 555 samples corresponding to 173 tools. Each training sample is composed of a user instruction, a candidate set of tools that includes the ground truth tool, and a reasoning note elucidating the correct choice of tool. For example,
User: 10 reviews for "Harry Potter and the Philosopher's Stone".
###
Tool Choices: Bank Account Number generator = The Bank Account Number tool generates a random bank account number for a bank.
Train Ticket Purchase = The Train Ticket Purchase tool gets train tickets for a train, provided stations, and date information.
The Cricket Score tool = The Cricket Score tool gets the score for a match that is happening at a given location and date.
Book Review = The Book Review tool gets the top-rated book reviews for a particular book.
Grocery Shopping with discounts = The Grocery Shopping tool calculates the expense of grocery shopping based on the menu.
Stock Price at location and date = The Stock Price tool gets the stock price for a company at a given location and date.
Movie Recommendation = The Movie Recommendation tool recommends movies based on the user's preferences.
News = The News tool gets the top news for a particular topic or query.
###
Thought: I recommended the Book Review tool because the user asked for reviews of a specific book, "Harry Potter and the Philosopher's Stone". The Book Review tool is designed to provide top-rated book reviews for a particular book, making it the most suitable tool for this request. It will retrieve the top 10 reviews for the book, as requested by the user.
Act: CALLTOOL["Book Review"]
Files
The data/ folder has 2 files:
train.csv- this file contains the training samples.tools.csv- this file contains names and descriptions of the generated synthetic tools.
To learn more about the data generation procedure, we direct readers to section 2.1 of our paper.
Paper: https://arxiv.org/abs/2402.14158
Citation
@article{mekala2024toolverifier,
title={TOOLVERIFIER: Generalization to New Tools via Self-Verification},
author={Mekala, Dheeraj and Weston, Jason and Lanchantin, Jack and Raileanu, Roberta and Lomeli, Maria and Shang, Jingbo and Dwivedi-Yu, Jane},
journal={arXiv preprint arXiv:2402.14158},
year={2024}
}
Licensing
See our LICENSE file for licensing details.
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