@inproceedings{li-etal-2026-mllms, title = "Do {MLLM}s Understand Pointing? Benchmarking and Enhancing Referential Reasoning in Egocentric Vision", author = "Li, Chentao and Gao, Zirui and Gao, Mingze and Ren, Yinglian and Feng, Jianjiang and Zhou, Jie", 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.838/", pages = "17000--17019", ISBN = "979-8-89176-395-1" }