Where LLM Annotators Fail: Label-Free Learning on Graphs with LLMs

Safal Thapaliya, Jiatan Huang, Chuxu Zhang

Node classification on graphs often requires labeled nodes, yet obtaining labels at graph scale is expensive. When node attributes contain semantic content, such as paper abstracts…