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MMKG-R1: Constructing Multimodal Knowledge Graphs via Reinforcement Learning

Multimodal knowledge graphs (MMKGs) organize information across different modalities to support multimodal Graph Retrieval-Augmented Generation (RAG), which aims to improve the performance of multimodal large language models (MLLMs).

By Zongyu Wu, Yilong Wang, Xiaochen Wang, Minhua Lin, Yuan Zhong, Fenglong Ma, Xiang Zhang, Suhang WangarXiv - cs.CV (CV)

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Originally published by arXiv - cs.CV (CV) on Oct 15, 2026.

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