VisFinEval: A Scenario-Driven Chinese Multimodal Benchmark for Holistic Financial Understanding.

Weige Cai Zhaowei Liu Xin Guo Haotian Xia Lingfeng Zeng Fangqi Lou Jinyi Niu Mengping Li Qi Qi Jiahuan Li Wei Zhang Yinglong Wang Weige Cai Weining Shen Liwen Zhang VisFinEval: A Scenario-Driven Chinese Multimodal Benchmark for Holistic Financial Understanding. 24088-24146 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.1229 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#LiuGXZLNLQLZWCSZ25 streams/conf/emnlp

Zhaowei Liu Xin Guo Fangqi Lou Lingfeng Zeng Jinyi Niu Zixuan Wang Jiajie Xu Weige Cai Ziwei Yang Xueqian Zhao Chao Li Sheng Xu Dezhi Chen Yun Chen Zuo Bai Liwen Zhang Fin-R1: A Large Language Model for Financial Reasoning through Reinforcement Learning. 2025 March abs/2503.16252 CoRR https://doi.org/10.48550/arXiv.2503.16252 db/journals/corr/corr2503.html#abs-2503-16252 streams/journals/corr

Lingfeng Zeng Fangqi Lou Zixuan Wang Jiajie Xu Jinyi Niu Mengping Li Yifan Dong Qi Qi Wei Zhang Ziwei Yang Jun Han Ruilun Feng Ruiqi Hu Lejie Zhang Zhengbo Feng Yicheng Ren Xin Guo Zhaowei Liu Dongpo Cheng Weige Cai Liwen Zhang FinGAIA: A Chinese Benchmark for AI Agents in Real-World Financial Domain. 2025 July abs/2507.17186 CoRR https://doi.org/10.48550/arXiv.2507.17186 db/journals/corr/corr2507.html#abs-2507-17186 streams/journals/corr

Zhaowei Liu Xin Guo Haotian Xia Lingfeng Zeng Fangqi Lou Jinyi Niu Mengping Li Qi Qi Jiahuan Li Wei Zhang Yinglong Wang Weige Cai Weining Shen Liwen Zhang VisFinEval: A Scenario-Driven Chinese Multimodal Benchmark for Holistic Financial Understanding. 2025 August abs/2508.09641 CoRR https://doi.org/10.48550/arXiv.2508.09641 db/journals/corr/corr2508.html#abs-2508-09641 streams/journals/corr

Weige Cai Tong Zhu Jinyi Niu Ruiqi Hu Lingyao Li Tenglong Wang Xiaowu Dai Weining Shen Liwen Zhang LightAgent: Production-level Open-source Agentic AI Framework. 2025 September abs/2509.09292 CoRR https://doi.org/10.48550/arXiv.2509.09292 db/journals/corr/corr2509.html#abs-2509-09292 streams/journals/corr

Zuo Bai Dezhi Chen Yun Chen Dongpo Cheng Xiaowu Dai Yifan Dong Ruilun Feng Zhengbo Feng Xin Guo Jun Han Ruiqi Hu Chao Li Jiahuan Li Lingyao Li Mengping Li Zhaowei Liu Fangqi Lou Jinyi Niu Qi Qi Yicheng Ren Weining Shen Tenglong Wang Yinglong Wang Zixuan Wang Haotian Xia Jiajie Xu Sheng Xu Ziwei Yang Lingfeng Zeng Lejie Zhang Liwen Zhang Wei Zhang Xueqian Zhao Tong Zhu