2025
Can LLMs Convert Graphs to Text-Attributed Graphs?
NAACL 2025long
Graphs are ubiquitous structures found in numerous real-world applications, such as drug discovery, recommender systems, and social network analysis. To model graph-structured data, graph neural networks (GNNs) have become a popular tool. However, existing GNN architectures encounter challenges in c…