FinBen: A Holistic Financial Benchmark for Large Language Models. - Qianqian Xie; Weiguang Han; Zhengyu Chen; Ruoyu Xiang; Xiao Zhang; Yueru He; Mengxi Xiao; Dong Li; Yongfu Dai; Duanyu Feng; Yijing Xu; Haoqiang Kang; et al. (NeurIPS, 2024)

FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making. - Yangyang Yu; Zhiyuan Yao 001; Haohang Li; Zhiyang Deng; Yuechen Jiang; Yupeng Cao; Zhi Chen; Jordan W. Suchow; Zhenyu Cui; Rong Liu; Zhaozhuo Xu; Denghui Zhang; et al. (NeurIPS, 2024)

The FinBen: An Holistic Financial Benchmark for Large Language Models. - Qianqian Xie; Weiguang Han; Zhengyu Chen; Ruoyu Xiang; Xiao Zhang; Yueru He; Mengxi Xiao; Dong Li; Yongfu Dai; Duanyu Feng; Yijing Xu; Haoqiang Kang; et al. (CoRR, 2024)

FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making. - Yangyang Yu; Zhiyuan Yao 001; Haohang Li; Zhiyang Deng; Yupeng Cao; Zhi Chen; Jordan W. Suchow; Rong Liu; Zhenyu Cui; Denghui Zhang; Koduvayur Subbalakshmi; Guojun Xiong; et al. (CoRR, 2024)

Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications. - Qianqian Xie; Dong Li; Mengxi Xiao; Zihao Jiang 012; Ruoyu Xiang; Xiao Zhang; Zhengyu Chen; Yueru He; Weiguang Han; Yuzhe Yang 002; Shunian Chen; Yifei Zhang; et al. (CoRR, 2024)

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent. - Haohang Li; Yupeng Cao; Yangyang Yu; Shashidhar Reddy Javaji; Zhiyang Deng; Yueru He; Yuechen Jiang; Zining Zhu 005; Koduvayur Subbalakshmi; Guojun Xiong; Jimin Huang; Lingfei Qian; et al. (CoRR, 2024)

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent. - Haohang Li; Yupeng Cao; Yangyang Yu; Shashidhar Reddy Javaji; Zhiyang Deng; Yueru He; Yuechen Jiang; Zining Zhu 005; K. P. Subbalakshmi; Jimin Huang; Lingfei Qian; Xueqing Peng; et al. (ACL (1), 2025)

RKEFino1: A Regulation Knowledge-Enhanced Large Language Model. - Yan Wang; Yueru He; Ruoyu Xiang; Jeff Zhao (IDS, 2025)

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models. - Yuzhe Yang 002; Yifei Zhang; Yan Hu; Yilin Guo; Ruoli Gan; Yueru He; Mingcong Lei; Xiao Zhang; Haining Wang; Qianqian Xie; Jimin Huang; Honghai Yu; et al. (NAACL (Findings), 2025)

Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models. - Mengxi Xiao; Zihao Jiang 012; Lingfei Qian; Zhengyu Chen; Yueru He; Yijing Xu; Yuechen Jiang; Dong Li; Ruey-Ling Weng; Min Peng 002; Jimin Huang; Sophia Ananiadou; et al. (CoRR, 2025)

FinAudio: A Benchmark for Audio Large Language Models in Financial Applications. - Yupeng Cao; Haohang Li; Yangyang Yu; Shashidhar Reddy Javaji; Yueru He; Jimin Huang; Zining Zhu 005; Qianqian Xie; Xiao-Yang Liu; Koduvayur Subbalakshmi; Meikang Qiu; Sophia Ananiadou; et al. (CoRR, 2025)

MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation. - Xueqing Peng; Lingfei Qian; Yan Wang; Ruoyu Xiang; Yueru He; Yang Ren; Mingyang Jiang; Jeff Zhao; Huan He; Yi Han; Yun Feng; Yuechen Jiang; et al. (CoRR, 2025)