@inproceedings{cai-etal-2026-look, title = "Look and Think: Efficient Multimodal Reasoning via Modality-Decoupled Compression", author = "Cai, Xidi and Zheng, Junhao and Li, Jingye and Li, Boyuan and Zhang, Shaowei and Ma, Qianli", 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.1241/", pages = "24787--24806", ISBN = "979-8-89176-395-1" }