November 9, 2025Open Access

LGM: Enhancing Large Language Models with Conceptual Meta-Relations and Iterative Retrieval

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Proposed Language Graph Model improves responses in large language models using inheritance and alias meta-relations.

LGM enhances the ability of large language models to interpret concepts, improving their generation accuracy.
Key evidence shows performance improvements over existing baselines on standard benchmarks.
Analysis using a novel Concept Iterative Retrieval Algorithm reveals deeper semantic understanding in large language models.
This method may enable adaptive processing of texts without length restrictions, enhancing usability in real-world applications.

Lei et al. (2025) studied this question.

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