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PMDS: progressive multi-document summarization with iterative summary integration

delete2026-01-11
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OA
AI
S
Shuai Yu
C
Caiwei Yang
Y
Yongbin Qin
R
Ruizhang Huang
陈燕萍 (Yanping Chen)
C
Chuan Lin
W
Wei Gao
DOI:10.1016/j.ipm.2025.104501delete
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Abstract

Abstract

En 中文
• Introduce a progressive multi-document summarization paradigm. • Integrate LLM with modules for content selection and factual verification. • Achieve state-of-the-art results on eight datasets across seven metrics. • Enable controllable and interpretable iterative information integration.
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Journal

I
INFORMATION PROCESSING & MANAGEMENT
IF:
6.9
Papers:
309
Citations:
0

Organization

G
Guizhou University
Scholars:
3.3K
Papers: 1.1K
Citations: 1.6W