Select and Trade: Towards Unified Pair Trading with Hierarchical Reinforcement Learning. - Weiguang Han; Boyi Zhang; Qianqian Xie; Min Peng 002; Yanzhao Lai; Jimin Huang (KDD, 2023)

PIXIU: A Comprehensive Benchmark, Instruction Dataset and Large Language Model for Finance. - Qianqian Xie; Weiguang Han; Xiao Zhang; Yanzhao Lai; Min Peng 002; Alejandro Lopez-Lira; Jimin Huang (NeurIPS, 2023)

Mastering Pair Trading with Risk-Aware Recurrent Reinforcement Learning. - Weiguang Han; Jimin Huang; Qianqian Xie; Boyi Zhang; Yanzhao Lai; Min Peng 002 (CoRR, 2023)

The Wall Street Neophyte: A Zero-Shot Analysis of ChatGPT Over MultiModal Stock Movement Prediction Challenges. - Qianqian Xie; Weiguang Han; Yanzhao Lai; Min Peng 002; Jimin Huang (CoRR, 2023)

PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance. - Qianqian Xie; Weiguang Han; Xiao Zhang; Yanzhao Lai; Min Peng 002; Alejandro Lopez-Lira; Jimin Huang (CoRR, 2023)

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)

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)

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)

From Scores to Skills: A Cognitive Diagnosis Framework for Evaluating Financial Large Language Models. - Ziyan Kuang; Feiyu Zhu; Maowei Jiang; Yanzhao Lai; Zelin Wang; Zhitong Wang; Meikang Qiu; Jiajia Huang; Min Peng 002; Qianqian Xie; Sophia Ananiadou (CoRR, 2025)