@inproceedings{zhou-etal-2025-taming, title = "Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation", author = "Zhou, Chuang and Wang, Zhu and Chen, Shengyuan and Du, Jiahe and Zheng, Qiyuan and Xu, Zhaozhuo and Huang, Xiao", 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.173/", pages = "3463--3474", ISBN = "979-8-89176-251-0" }