FinMMDocR: Benchmarking Financial Multimodal Reasoning with Scenario Awareness, Document Understanding, and Multi-Step Computation.

Linwei Jia Zichen Tang Haihong E Rongjin Li Jiacheng Liu Linwei Jia Zhuodi Hao Zhongjun Yang Yuanze Li Haolin Tian Xinyi Hu Peizhi Zhao Yuan Liu Zhengyu Wang Xianghe Wang Yiling Huang Xueyuan Lin Ruofei Bai Zijian Xie Qian Huang Ruining Cao Haocheng Gao FinMMDocR: Benchmarking Financial Multimodal Reasoning with Scenario Awareness, Document Understanding, and Multi-Step Computation. 25858-25866 2026 AAAI https://doi.org/10.1609/aaai.v40i30.39785 conf/aaai/2026 db/conf/aaai/aaai2026.html#TangELLJHYLTHZL26

Jiacheng Liu Zichen Tang Zhongjun Yang Xinyi Hu Xueyuan Lin Linwei Jia Ruofei Bai Rongjin Li Shiyao Peng Haocheng Gao Haihong E RoadMapper: A Multi-Agent System for Roadmap Generation of Solving Complex Research Problems. 2026 April abs/2604.27616 CoRR https://doi.org/10.48550/arXiv.2604.27616 db/journals/corr/corr2604.html#abs-2604-27616 streams/journals/corr

Zichen Tang Haihong E Rongjin Li Jiacheng Liu Linwei Jia Zhuodi Hao Zhongjun Yang Yuanze Li Haolin Tian Xinyi Hu Peizhi Zhao Yuan Liu Zhengyu Wang Xianghe Wang Yiling Huang Xueyuan Lin Ruofei Bai Zijian Xie Qian Huang Ruining Cao Haocheng Gao FinMMDocR: Benchmarking Financial Multimodal Reasoning with Scenario Awareness, Document Understanding, and Multi-Step Computation. 2025 December abs/2512.24903 CoRR https://doi.org/10.48550/arXiv.2512.24903 db/journals/corr/corr2512.html#abs-2512-24903 streams/journals/corr

Ruofei Bai Ruining Cao Haihong E Haocheng Gao Zhuodi Hao Xinyi Hu Qian Huang Yiling Huang Rongjin Li Yuanze Li Xueyuan Lin Jiacheng Liu Yuan Liu Shiyao Peng Zichen Tang Haolin Tian Xianghe Wang Zhengyu Wang Zijian Xie Zhongjun Yang Peizhi Zhao