Preprint
Aug 2026
Structure-Internalized Rule Language Model for Faithful Knowledge Graph Reasoning
A Structure-Internalized Rule Language Model (SIRLM) is proposed, which centers on structural rule generation to couple the parametric learning of structural knowledge with the faithfulness evaluation of reasoning logic, enabling LLMs to anchor tightly to KG-grounded evidence.
Xingrui Zhuo, Jiapu Wang, Manzong Huang et al.
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