Towards Reliable Evaluation of Large Language Models for Multilingual and Multimodal E-Commerce Applications. - Shuyi Xie; Ziqin Liew; Hailing Zhang; Haibo Zhang; Ling Hu; Zhiqiang Zhou; Shuman Liu; Anxiang Zeng (CoRR, 2025)