@inproceedings{liu-etal-2026-mllms, title = "Can {MLLM}s Perceive and Describe Medical Image Quality Beyond Scores?", author = "Liu, Jiyao and Wei, Jinjie and Qu, Wanying and Ma, Chenglong and Ning, Junzhi and Li, Yunheng and Chen, Ying and Zhang, Jiafan and Chen, Pengcheng and Gao, Xin and Hu, Ming and Wang, Xin and Gao, Shujian and Yang, Dingkang and Deng, Zhongying and Ye, Jin and Liu, Lihao and He, Junjun and Xu, Ningsheng", 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.1129/", pages = "25854--25877", ISBN = "979-8-89176-459-0" }