Datasets:

bonafide
/

bonafide_hotel_data

Welcome to the Bonafide.ai Hospitality Dataset! This dataset is part of the Bonafide.ai Interrogator project, which evaluates a select group of public-facing LLM models, derivative travel apps, and LLM agents on their ability to accurately answer simple ternary questions about commonly available products and services. This data set focuses on travel hospitality (hotels, motels, lodgings, etc.)

Project Overview

The Interrogator project aims to provide model and application developers, users, and commercial enterprises with insights into how products and services are represented int the generative AI ecosystem. The intent of providing this data set here is to allow model and app developers to have an easy to use evaluation data set for understanding the accuracy of there model development efforts. Bonafide.ai is providing this vendor-validated data, so that consumers receive accurate and reliable information about the goods and services they are inquiring about.

Dataset Description

This dataset contains evaluation data collected directly from service providers or, in some cases, from industry-standard sources. Our goal is to make this data as accurate as possible through rigorous field collection methods. However, occasional inaccuracies may occur.

The dataset consists of the following columns:

bonafide_id: A unique identifier for the property.
property_name: The name of the property.
address: The address of the property.
city: The city where the property is located.
state: The state where the property is located.
country: The country where the property is located.
feature_name: The name of the feature or service offered by the property.
feature_type: The category or type of the feature.
prompt: LLM prompt regarding the presence of the feature.
expected_answer: The expected answer (Yes/No) to the prompt.

Example Rows

bonafide_id	property_name	address	city	state	country	feature_name	feature_type	prompt	expected_answer
HO-00005-US-AZ-D0E19AFB-8	residence inn phoenix west avondale	11410 west hotel way	Avondale	AZ	US	Parking facilities	Transportation Services	Does residence inn phoenix west avondale have Parking facilities?	Yes
HO-00005-US-AZ-D0E19AFB-8	residence inn phoenix west avondale	11410 west hotel way	Avondale	AZ	US	High-speed internet in common areas	Business Services	Does residence inn phoenix west avondale have High-speed internet in common areas?	Yes
HO-00005-US-AZ-D0E19AFB-8	residence inn phoenix west avondale	11410 west hotel way	Avondale	AZ	US	Meeting rooms and conference facilities	Meeting and Event Spaces	Does residence inn phoenix west avondale have Meeting rooms and conference facilities?	Yes
HO-00005-US-AZ-D0E19AFB-8	residence inn phoenix west avondale	11410 west hotel way	Avondale	AZ	US	Laundry and dry-cleaning services	Additional Services	Does residence inn phoenix west avondale have Laundry and dry-cleaning services?	Yes
HO-00005-US-AZ-D0E19AFB-8	residence inn phoenix west avondale	11410 west hotel way	Avondale	AZ	US	24-hour front desk	Reception and Guest Services	Does residence inn phoenix west avondale have a 24-hour front desk?	Yes

Usage

This dataset can be used for various tasks such as:

Evaluating LLMs, derivative applications, and agents for providing accurate information about travel hospitality locations.
Training machine learning models to recognize and verify property features/amenities.
Natural language processing (NLP) tasks related to question-answering systems.
Creating, improving, or validating a service provider's property management system(s).

Purpose

The primary objective of the Bonafide.ai Hospitality Dataset is to ensure that all components of the generative AI ecosystem provide accurate information. This helps build consumer confidence in the information provided through generative AI technologies.

For more information, please visit Bonafide.ai.

License

This dataset is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0).

Citation

Contact

For any questions or issues, please reach out at contact@bonafide.ai