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cs.CE2026
FinDocMRE: A Benchmark for Document-Level Financial Multimodal Reasoning Evaluation
Jiayong Zhu, Jiangtong Li, Jinru Ding +3
While Large Multimodal Models (LMMs) excel in general visual tasks, their deployment in specialized financial contexts remains insufficient. Existing benchmarks prioritize isolated…
cs.CE2025
Beyond Knowledge to Agency: Evaluating Expertise, Autonomy, and Integrity in Finance with CNFinBench
Jinru Ding, Chao Ding, Yidong Jiang +9
As large language models (LLMs) become high-privilege agents in risk-sensitive settings, they introduce systemic threats beyond hallucination, where minor compliance errors can cau…