@inproceedings{qin-etal-2026-mitigating, title = "Mitigating Action-Relation Hallucinations in {LVLM}s via Relation-aware Visual Enhancement", author = "Qin, Zhenxin and Li, Qiang and Wang, Qingzhuo and Qin, Ruiyang and Wei, Zhihua and Shen, Wen", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.1142/", pages = "24907--24923", ISBN = "979-8-89176-390-6" }