Towards the Use of AI-Based Tools for Systematic Literature Review

Lotfi Souifi, Nesrine Khabou, Ismael Rodriguez, Ahmed Kacem

2024

Abstract

The constant growth in the number of published research studies and their rapid rate of publication creates a significant challenge in identifying relevant studies for unbiased systematic reviews. To address this challenge, artificial intelligence (AI) methods have been used since 2016 to improve the efficiency of scientific review and synthesis. Nevertheless, the growth in the number of AI-powered tools dedicated to processing text-based data has been remarkable since the introduction of generative pre-trained transformers by OpenAI in late 2022. Moreover, alongside this development, ChatGPT, a language model that provides a user-friendly chatbot interface, was introduced. The incorporation of this interactive feature has greatly enhanced the capability of developers and end-users alike to effectively utilize and access ChatGPT. This study aims to investigate the effectiveness of six AI-based tools namely Chatpdf, Pdf2gpt, Hipdf, SciSpace, Easy-peasy AI, and DocAnalyzer AI, developed utilizing ChatGPT technology. These tools will be evaluated in a specific scenario where they are automated to carry out a particular step within a Systematic Literature Review. Furthermore, the limitations associated with each tool will be analyzed, and strategies will be proposed to overcome them. Additionally, this study aims to provide recommendations for researchers who intend to incorporate these tools into their research processes.

Paper Citation

in Harvard Style

Souifi L., Khabou N., Rodriguez I. and Kacem A. (2024). Towards the Use of AI-Based Tools for Systematic Literature Review. In Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART; ISBN 978-989-758-680-4, SciTePress, pages 595-603. DOI: 10.5220/0012467700003636

in Bibtex Style

@conference{icaart24,
author={Lotfi Souifi and Nesrine Khabou and Ismael Rodriguez and Ahmed Kacem},
title={Towards the Use of AI-Based Tools for Systematic Literature Review},
booktitle={Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART},
year={2024},
pages={595-603},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012467700003636},
isbn={978-989-758-680-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART
TI - Towards the Use of AI-Based Tools for Systematic Literature Review
SN - 978-989-758-680-4
AU - Souifi L.
AU - Khabou N.
AU - Rodriguez I.
AU - Kacem A.
PY - 2024
SP - 595
EP - 603
DO - 10.5220/0012467700003636
PB - SciTePress