When Graph Tokens Sink: A Mechanistic Analysis of Graph Language Models

Ding Zhang, Runtao Zhou, Wenqing Zheng +3

Graph Language Models (GLMs) have become a promising direction for adapting Large Language Models (LLMs) to graph learning tasks. By transforming graph topology and node informatio…