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FoRKER: Focused reasoner with knowledge editing and self-reflection

delete2025-09-19
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PRE
AI
C
Chunbai Zhang
H
Haoyang Li
C
Chao Wang
Y
Yang Zhou
Y
Yan Peng
DOI:10.1016/j.eswa.2025.129771delete
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Abstract

Abstract

En 中文
• A novel framework for executing multi-hop question-answering tasks, named FoRKER. • An advanced focusing mechanism is designed to enhance relevant document retrieval. • A Chain-of-Evidence prompting method is designed to enhance reasoning capability. • Knowledge editing and Self-Reflection techniques are integrated into FoRKER. • FoRKER achieves new SOTA performance on the widely recognized datasets.

Journal

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
2.9W
Citations:
10.2W

Organization

S
shanghai university
Scholars:
3.9W
Papers: 2.7W
Citations: 52