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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Zicheng Zuo

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Jul 2026

LSECG: LLM-based semantic enhancement and context-guided GNNs in multi-hop KGQA

This paper proposes the LLM-based Semantic Enhancement and Context-Guided GNNs (LSECG) framework that integrates GNNs with large language model semantic parsing, achieving context-sensitive semantic representation through large model semantic enhancement and feature extraction modules.

Kai Cheng, Zicheng Zuo, Yuanyuan Liao et al. · 0 citations

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