HTEKG: A Human-Trait-Enhanced Literary Knowledge Graph with Language Model Evaluation

Sreejith Kalathil, Tian Li, Hang Dong, Huizhi Liang

2024

Abstract

Knowledge Graphs (KGs) are a crucial component of Artificial Intelligence (AI) systems, enhancing AI’s capabilities in literary analysis. However, traditional KG designs in this field have focused more on events, often ignoring character information. To tackle this issue, we created a comprehensive Human-Trait-Enhanced Knowledge Graph, HTEKG, which combines past event-centered KGs with general human traits. The HTEKG enhances query capabilities by mapping the complex relationships and traits of literary characters, thereby providing more accurate and context-relevant information. We tested our HTEKG on three typical literary comprehension methods: traditional Cypher query, integration with a BERT classifier, and integration with GPT-4, demonstrating its effectiveness in literary analysis and its adaptability to different language models.

Paper Citation

in Harvard Style

Kalathil S., Li T., Dong H. and Liang H. (2024). HTEKG: A Human-Trait-Enhanced Literary Knowledge Graph with Language Model Evaluation. In Proceedings of the 16th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 2: KEOD; ISBN 978-989-758-716-0, SciTePress, pages 207-215. DOI: 10.5220/0013013600003838

in Bibtex Style

@conference{keod24,
author={Sreejith Kalathil and Tian Li and Hang Dong and Huizhi Liang},
title={HTEKG: A Human-Trait-Enhanced Literary Knowledge Graph with Language Model Evaluation},
booktitle={Proceedings of the 16th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 2: KEOD},
year={2024},
pages={207-215},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013013600003838},
isbn={978-989-758-716-0},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 16th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 2: KEOD
TI - HTEKG: A Human-Trait-Enhanced Literary Knowledge Graph with Language Model Evaluation
SN - 978-989-758-716-0
AU - Kalathil S.
AU - Li T.
AU - Dong H.
AU - Liang H.
PY - 2024
SP - 207
EP - 215
DO - 10.5220/0013013600003838
PB - SciTePress