@inproceedings{li-etal-2025-graph-neural, title = "Can Graph Neural Networks Learn Language with Extremely Weak Text Supervision?", author = "Li, Zihao and Zheng, Lecheng and Jin, Bowen and Fu, Dongqi and Jing, Baoyu and Ban, Yikun and He, Jingrui and Han, Jiawei", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingestion-acl-25/2025.acl-long.545/", pages = "11138--11165", ISBN = "979-8-89176-251-0" }