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Hallucination-resistant multimodal content generation through knowledge graph-based reinforcement learning

delete2025-09-30
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PRE
AI
L
Liang Zeng
X
Xinyi Lin
S
Shanping Yu
DOI:10.1016/j.inffus.2025.103783delete
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Abstract

Abstract

En 中文
• The prompt generation method based on the knowledge graph realizes the precise knowledge constraint of the multimodal large model. • The reasoning optimization method based on reinforcement learning has improved the model performance. • Chain of thought provides interpretable reasoning paths.

Journal

Information Fusion cover
Information Fusion
IF:
15.5
Papers:
4.1K
Citations:
2.7W

Organization

B
beijing institute of technology
Scholars:
5.5W
Papers: 4.0W
Citations: 63