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cs.AI2026
Structure-Internalized Rule Language Model for Faithful Knowledge Graph Reasoning
Xingrui Zhuo, Jiapu Wang, Manzong Huang +2
Knowledge Graph Reasoning (KGR) aims to discover latent facts by leveraging the structural evidence available in KGs, posing a challenge to the structural semantic understanding ca…
cs.AI2025
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback
Manzong Huang, Chenyang Bu, Yi He +1
Knowledge Graph (KG)-augmented Large Language Models (LLMs) have recently propelled significant advances in complex reasoning tasks, thanks to their broad domain knowledge and cont…