2025
MSG-LLM: A Multi-scale Interactive Framework for Graph-enhanced Large Language Models
COLING 2025main
Graph-enhanced large language models (LLMs) leverage LLMs’ remarkable ability to model language and use graph structures to capture topological relationships. Existing graph-enhanced LLMs typically retrieve similar subgraphs to augment LLMs, where the subgraphs carry the entities related to our targ…