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Xue-Ling Zhu

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Sep 2026

Align Entities With Ontologies: LLM-Enhanced Inductive Subgraph Reasoning Over Ontology-Based Knowledge Graphs.

A subgraph-aware semantic expansion module that coordinates $k$-hop neighborhood information with LLM-generated descriptions to alleviate structural sparsity and a contrastive ontology matching mechanism resolves structural inconsistencies by computing adaptive similarity metrics between ontology embeddings and subgrap...

Hao Li, K. Liang, Lingyuan Meng et al. · 0 citations

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