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DataFactory: Collaborative multi-agent framework for advanced table question answering

delete2026-03-10
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PRE
AI
T
Tong Wang
C
Chi Jin
Y
Yongkang Chen
H
Huan Deng
X
Xiaohui Kuang
DOI:10.1016/j.ipm.2026.104723delete
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Abstract

Abstract

En 中文
• Multi-agent framework transforms TableQA through specialized team coordination • Automated data-to-KG transformation enables multi-hop reasoning via mapping function • Database and KG teams achieve 20.2% and 23.9% accuracy improvements, respectively • Natural language consultation enhances collaboration; context engineering reduces hallucinations • Platform provides an intuitive interface for data exploration and visualization
Keywords:
Multi-agent framework
TableQA
Knowledge Graph
Multi-hop reasoning
Data exploration

Journal

I
INFORMATION PROCESSING & MANAGEMENT
IF:
6.9
Papers:
318
Citations:
0

Organization

R
renmin university of china
Scholars:
1.8K
Papers: 1.0K
Citations: 0
A
academy of military sciences
Scholars:
234
Papers: 82
Citations: 0