LLM + Vector Data: Coupling of Large Language Models with Vector Data Management for Enhancing Data Science

Arijit Khan; Yuxiang Wang; Weixi Zhang; Yao Tian; M. Tamer Özsu

doi:10.1109/ICDEW67478.2025.00018

LLM + Vector Data: Coupling of Large Language Models with Vector Data Management for Enhancing Data Science

Arijit Khan
, Yuxiang Wang
, Weixi Zhang
, Yao Tian
, M. Tamer Özsu

Aalborg University
Hangzhou Dianzi University
Huawei Technologies Co., Ltd.
Hong Kong University of Science and Technology
University of Waterloo

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	93-96
Number of pages	4
ISBN (Electronic)	9798331599591
DOIs	https://doi.org/10.1109/ICDEW67478.2025.00018
State	Published - 2025
Externally published	Yes
Event	41st IEEE International Conference on Data Engineering Workshops, ICDEW 2025 - Hong Kong, China Duration: May 19 2025 → May 23 2025

Publication series

Name	Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025

Conference

Conference	41st IEEE International Conference on Data Engineering Workshops, ICDEW 2025
Country/Territory	China
City	Hong Kong
Period	5/19/25 → 5/23/25

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Science Applications
Information Systems
Information Systems and Management
Statistics, Probability and Uncertainty
Modeling and Simulation

Keywords

data science
large language models
retrieval-augmented generation
vector data

Access to Document

10.1109/ICDEW67478.2025.00018

Cite this

Khan, A., Wang, Y., Zhang, W., Tian, Y., & Özsu, M. T. (2025). LLM + Vector Data: Coupling of Large Language Models with Vector Data Management for Enhancing Data Science. In Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025 (pp. 93-96). (Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICDEW67478.2025.00018

LLM + Vector Data: Coupling of Large Language Models with Vector Data Management for Enhancing Data Science. / Khan, Arijit; Wang, Yuxiang; Zhang, Weixi et al.
Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025. Institute of Electrical and Electronics Engineers Inc., 2025. p. 93-96 (Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Khan, A, Wang, Y, Zhang, W, Tian, Y & Özsu, MT 2025, LLM + Vector Data: Coupling of Large Language Models with Vector Data Management for Enhancing Data Science. in Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025. Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025, Institute of Electrical and Electronics Engineers Inc., pp. 93-96, 41st IEEE International Conference on Data Engineering Workshops, ICDEW 2025, Hong Kong, China, 5/19/25. https://doi.org/10.1109/ICDEW67478.2025.00018

Khan A, Wang Y, Zhang W, Tian Y, Özsu MT. LLM + Vector Data: Coupling of Large Language Models with Vector Data Management for Enhancing Data Science. In Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025. Institute of Electrical and Electronics Engineers Inc. 2025. p. 93-96. (Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025). doi: 10.1109/ICDEW67478.2025.00018

Khan, Arijit ; Wang, Yuxiang ; Zhang, Weixi et al. / LLM + Vector Data : Coupling of Large Language Models with Vector Data Management for Enhancing Data Science. Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025. Institute of Electrical and Electronics Engineers Inc., 2025. pp. 93-96 (Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025).

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title = "LLM + Vector Data: Coupling of Large Language Models with Vector Data Management for Enhancing Data Science",

keywords = "data science, large language models, retrieval-augmented generation, vector data",

author = "Arijit Khan and Yuxiang Wang and Weixi Zhang and Yao Tian and {\"O}zsu, \{M. Tamer\}",

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year = "2025",

doi = "10.1109/ICDEW67478.2025.00018",

language = "English",

series = "Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025",

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AU - Özsu, M. Tamer

PY - 2025

Y1 - 2025

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KW - large language models

KW - retrieval-augmented generation

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UR - https://www.scopus.com/pages/publications/105015484311#tab=citedBy

U2 - 10.1109/ICDEW67478.2025.00018

DO - 10.1109/ICDEW67478.2025.00018

M3 - Conference contribution

AN - SCOPUS:105015484311

T3 - Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025

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BT - Proceedings - 2025 IEEE 41st International Conference on Data Engineering Workshops, ICDEW 2025

PB - Institute of Electrical and Electronics Engineers Inc.

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ER -

LLM + Vector Data: Coupling of Large Language Models with Vector Data Management for Enhancing Data Science

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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