Social Implications of OCEAN Personality: An Automated BERT-Based Approach

Chaitanya Chakka, Bathini Akash, Aruna Malapati

2024

Abstract

The importance of personality within society is paramount, as it profoundly influences individual and collective behaviors, interpersonal interactions, and the overall functionality of societies. However, for a long time, personality detection from online social texts has been lacking in performance. This is due to the limited data availability and constrained supervised learning frameworks over small labeled datasets. In this work, we present a novel approach to personality prediction utilizing BERT in conjunction with two notable datasets, achieving proficient accuracy across the OCEAN traits. The research also extracts linguistic cues that do not require supervision. Finally, we perform extensive empirical analysis to conclude over four research questions that deal with the social implications of personality. The approach provides pragmatic results, making use of the designed automatic personality prediction pipeline. The code has also been made open source to facilitate enhanced innovation and research benefits (https://github.com/LearningLeopard/personality-prediction).

Paper Citation

in Harvard Style

Chakka C., Akash B. and Malapati A. (2024). Social Implications of OCEAN Personality: An Automated BERT-Based Approach. In Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART; ISBN 978-989-758-680-4, SciTePress, pages 494-506. DOI: 10.5220/0012362700003636

in Bibtex Style

@conference{icaart24,
author={Chaitanya Chakka and Bathini Akash and Aruna Malapati},
title={Social Implications of OCEAN Personality: An Automated BERT-Based Approach},
booktitle={Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART},
year={2024},
pages={494-506},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012362700003636},
isbn={978-989-758-680-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART
TI - Social Implications of OCEAN Personality: An Automated BERT-Based Approach
SN - 978-989-758-680-4
AU - Chakka C.
AU - Akash B.
AU - Malapati A.
PY - 2024
SP - 494
EP - 506
DO - 10.5220/0012362700003636
PB - SciTePress