@article{whenstructuredoesnthelpllmsdonotreadtext,
  title = {When Structure Doesn't Help: LLMs Do Not Read Text-Attributed Graphs as Effectively as We Expected},
  author = {Haotian Xu and Yuning You and Tengfei Ma},
  year = {2025},
  eprint = {2511.16767},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.16767},
}