FinEval: A Chinese Financial Domain Knowledge Evaluation Benchmark for Large Language Models. - Xin Guo; Haotian Xia; Zhaowei Liu; Hanyang Cao; Zhi Yang; Zhiqiang Liu; Sizhe Wang; Jinyi Niu; Chuqi Wang; Yanhui Wang; Xiaolong Liang; Xiaoming Huang; et al. (NAACL (Long Papers), 2025)

Fin-R1: A Large Language Model for Financial Reasoning through Reinforcement Learning. - Zhaowei Liu; Xin Guo; Fangqi Lou; Lingfeng Zeng; Jinyi Niu; Zixuan Wang; Jiajie Xu; Weige Cai; Ziwei Yang; Xueqian Zhao; Chao Li; Sheng Xu; et al. (CoRR, 2025)

FinGAIA: A Chinese Benchmark for AI Agents in Real-World Financial Domain. - Lingfeng Zeng; Fangqi Lou; Zixuan Wang; Jiajie Xu; Jinyi Niu; Mengping Li; Yifan Dong; Qi Qi; Wei Zhang; Ziwei Yang; Jun Han; Ruilun Feng; et al. (CoRR, 2025)

VisFinEval: A Scenario-Driven Chinese Multimodal Benchmark for Holistic Financial Understanding. - Zhaowei Liu; Xin Guo; Haotian Xia; Lingfeng Zeng; Fangqi Lou; Jinyi Niu; Mengping Li; Qi Qi; Jiahuan Li; Wei Zhang; Yinglong Wang; Weige Cai; et al. (CoRR, 2025)