2026
Actions Speak Louder than Prompts: A Large-Scale Study of LLMs for Graph Inference
ICLR 2026oral
Large language models (LLMs) are increasingly leveraged for text-rich graph machine learning tasks, with node classification standing out due to its high-impact application domains such as fraud detection and recommendation systems. Yet, despite a surge of interest, the field lacks a principled und…