Enhancing Generative AI Chatbot Accuracy Using Knowledge Graph

Publication typeBook Chapter
Publication date2024-10-19
scimago Q4
SJR0.182
CiteScore1.1
Impact factor
ISSN18650929, 18650937
Abstract
In recent years, generative AI chatbots have significantly improved in their ability to simulate human-like conversations. However, ensuring the accuracy and contextual relevance of their responses remains a challenge. This paper presents an innovative approach to enhancing the accuracy of generative AI chatbots by integrating knowledge graphs using Neo4j. We demonstrate how combining structured data from Knowledge Graphs with advanced large language models can result in more accurate and context-aware chatbot interactions. By implementing this approach, we aim to provide a robust framework for developing intelligent chatbots that can deliver precise and contextually appropriate responses. We created three categories of test cases: Data-Relevant Inquiries, Non-Contextual Queries, and Contextually Relevant but Data-Irrelevant Questions. The accuracy obtained for the data-relevant test cases was 91.44%.
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Communications in Computer and Information Science
2 publications, 100%
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Springer Nature
2 publications, 100%
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GOST Copy
Bandi A. et al. Enhancing Generative AI Chatbot Accuracy Using Knowledge Graph // Communications in Computer and Information Science. 2024. pp. 157-167.
GOST all authors (up to 50) Copy
Bandi A., Babu J., Zeng R., Muthyala S. R. Enhancing Generative AI Chatbot Accuracy Using Knowledge Graph // Communications in Computer and Information Science. 2024. pp. 157-167.
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RIS Copy
TY - GENERIC
DO - 10.1007/978-3-031-75201-8_11
UR - https://link.springer.com/10.1007/978-3-031-75201-8_11
TI - Enhancing Generative AI Chatbot Accuracy Using Knowledge Graph
T2 - Communications in Computer and Information Science
AU - Bandi, Ajay
AU - Babu, Jameer
AU - Zeng, Ruida
AU - Muthyala, Sai Ram
PY - 2024
DA - 2024/10/19
PB - Springer Nature
SP - 157-167
SN - 1865-0929
SN - 1865-0937
ER -
BibTex
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BibTex (up to 50 authors) Copy
@incollection{2024_Bandi,
author = {Ajay Bandi and Jameer Babu and Ruida Zeng and Sai Ram Muthyala},
title = {Enhancing Generative AI Chatbot Accuracy Using Knowledge Graph},
publisher = {Springer Nature},
year = {2024},
pages = {157--167},
month = {oct}
}