M ulti F in B en: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application
Xueqing Peng · Lingfei Qian · Yan Wang · Ruoyu Xiang · Yueru He · Yang Ren · Mingyang Jiang · Vincent Jim Zhang · Yuqing Guo · Jeff Zhao · Huan He · Yi Han · Yun Feng · Yuechen Jiang · Yupeng Cao · Haohang Li · Yangyang Yu · Xiaoyu Wang · Penglei Gao · Shengyuan Lin · Keyi Wang · Shanshan Yang · Yilun Zhao · Zhiwei Liu · Peng Lu · Jerry Huang · Suyuchen Wang · Triantafillos Papadopoulos · Polydoros Giannouris · Efstathia Soufleri · Nuo Chen · Zhiyang Deng · Heming Fu · Yijia Zhao · MINGQUAN LIN · Meikang Qiu · Kaleb E Smith · Arman Cohan · Xiao-Yang Liu · Jimin Huang · GUOJUN XIONG · Alejandro Lopez-Lira · Xi Chen · Junichi Tsujii · Jian-Yun Nie · Sophia Ananiadou · Qianqian Xie
摘要
Real-world financial analysis involves information across multiple languages and modalities, from reports and news to scanned filings and meeting recordings. Yet most existing evaluations of LLMs in finance remain text-only, monolingual, and largely saturated by current models. To bridge these ga...