@inproceedings{ma-etal-2026-ground, title = "Ground Then Rank: Revisiting Knowledge-Based {VQA} with Training-Free Entity Identification", author = "Ma, Qian and Wu, Qiong and Zhou, Zhengyi and Ma, Yao", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.563/", pages = "11617--11635", ISBN = "979-8-89176-395-1" }