When Structure Doesn't Help: LLMs Do Not Read Text-Attributed Graphs as Effectively as We Expected

Haotian Xu, Yuning You, Tengfei Ma

Graphs provide a unified representation of semantic content and relational structure, making them a natural fit for domains such as molecular modeling, citation networks, and socia…