GPTZoo: A Large-scale Dataset of GPTs for the Research Community

The rapid advancements in Large Language Models (LLMs) have revolutionized natural language processing, with GPTs, customized versions of ChatGPT available on the GPT Store, emerging as a prominent technology for specific domains and tasks. To support academic research on GPTs, we introduce GPTZoo, a large-scale dataset comprising 730,420 GPT instances. Each instance includes rich metadata with 21 attributes describing its characteristics, as well as instructions, knowledge files, and third-party services utilized during its development. GPTZoo aims to provide researchers with a comprehensive and readily available resource to study the real-world applications, performance, and potential of GPTs. To facilitate efficient retrieval and analysis of GPTs, we also developed an automated command-line interface (CLI) that supports keyword-based searching of the dataset. To promote open research and innovation, the GPTZoo dataset will undergo continuous updates, and we are granting researchers public access to GPTZoo and its associated tools.

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Published
2024-10-18
DOI
https://doi.org/10.1145/3691620.3695309
Primary Topic
Scientific Computing and Data Management
Type
article
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article

GPTZoo: A Large-scale Dataset of GPTs for the Research Community

Yanjie Zhao, Shenao Wang, Xinyi Hou, Haoyu Wang
Scientific Computing and Data Management
article

GPTZoo: A Large-scale Dataset of GPTs for the Research Community

Yanjie Zhao, Shenao Wang, Xinyi Hou, Haoyu Wang
article en

Abstract

The rapid advancements in Large Language Models (LLMs) have revolutionized natural language processing, with GPTs, customized versions of ChatGPT available on the GPT Store, emerging as a prominent technology for specific domains and tasks. To support academic research on GPTs, we introduce GPTZoo, a large-scale dataset comprising 730,420 GPT instances. Each instance includes rich metadata with 21 attributes describing its characteristics, as well as instructions, knowledge files, and third-party services utilized during its development. GPTZoo aims to provide researchers with a comprehensive and readily available resource to study the real-world applications, performance, and potential of GPTs. To facilitate efficient retrieval and analysis of GPTs, we also developed an automated command-line interface (CLI) that supports keyword-based searching of the dataset. To promote open research and innovation, the GPTZoo dataset will undergo continuous updates, and we are granting researchers public access to GPTZoo and its associated tools.

Huazhong University of Science and Technology (CN)
Openalex Percentile: Top 80%
Scientific Computing and Data Management
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GPTZoo: A Large-scale Dataset of GPTs for the Research Community — Yanjie Zhao, Shenao Wang, et al. · (2024) | TGRS Research Map | TGRS