@inproceedings{lin-etal-2025-makar, title = "{MAKAR}: a Multi-Agent framework based Knowledge-Augmented Reasoning for Grounded Multimodal Named Entity Recognition", author = "Lin, Xinkui and Zhang, Yuhui and Xu, Yongxiu and Huang, Kun and Mu, Hongzhang and Wang, Yubin and Gou, Gaopeng and Qian, Li and Peng, Li and Liu, Wei and Luan, Jian and Xu, Hongbo", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-main.311/", pages = "6121--6141", ISBN = "979-8-89176-332-6" }