@inproceedings{li-etal-2026-latent, title = "Latent Ordinal Evidence, Misaligned Outputs: Inference-Time Ordinal Lens Alignment for Multimodal {LLM}s", author = "Li, Haiming and Liu, Yingsheng and Zhu, Jingmin and Yan, Siyuan and Li, Xieji and Sun, Jiajun and Ge, Zongyuan and yu, Zhen", 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.927/", pages = "21328--21346", ISBN = "979-8-89176-459-0" }