Review
Graph4LLM: A Systematic Survey of Graph-Enhanced Large Language Models
This survey examines how these methods integrate graphs into various stages of the LLM pipeline, including the input, model, and output phases, and outlines the challenges and future research directions for developing more efficient and interpretable solutions.
Xinyan Zhu, Cheng Yang, Qiuyue Wang et al.
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