@inproceedings{guo-etal-2026-graph, title = "Graph Evidence Is Not Enough: Diagnosing Native Decoder Use in Graph-Augmented {LLM}s", author = "Guo, Xiaoyu and Chen, Pengcheng and Jiong, YU and Lu, Yi and Wang, Yaohua and Li, Ziyang", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.647/", pages = "14900--14917", ISBN = "979-8-89176-459-0" }