OmniGeo: Towards a Multimodal Large Language Models for Geospatial Artificial Intelligence. - Long Yuan; Fengran Mo; Kaiyu Huang; Wenjie Wang; Wangyuxuan Zhai; Xiaoyu Zhu; You Li; Jinan Xu; Jian-Yun Nie (CoRR, 2025)

MUCAR: Benchmarking Multilingual Cross-Modal Ambiguity Resolution for Multimodal Large Language Models. - Xiaolong Wang; Zhaolu Kang; Wangyuxuan Zhai; Xinyue Lou; Yunghwei Lai; Ziyue Wang; Yawen Wang; Kaiyu Huang; Yile Wang; Peng Li; Yang Liu (CoRR, 2025)