When Structure Doesn’t Help: LLMs Do Not Read Text-Attributed Graphs as Effectively as We Expected
arXiv:2511.16767v2 Announce Type: replace
Abstract: 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 social graphs. Meanwhile…