@inproceedings{wang-etal-2026-mimesis, title = "From Mimesis to Metamorphosis: Evolving {VLM} Judges via In-Context Comparing and Knowledge Internalization", author = "Wang, Juntuo and Qiao, Yuming and Yang, Yifan and Yuan, Lunxi and Luo, Liang and Meng, Dan", 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.631/", pages = "12957--12971", ISBN = "979-8-89176-395-1" }