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Haizhou Peng

2 papers hereh-index 16 citations2 works total

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  • cs.AI2

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2 papers

cs.AI2025

FinMR: A Knowledge-Intensive Multimodal Benchmark for Advanced Financial Reasoning

Shuangyan Deng, Haizhou Peng, Jiachen Xu +3

Multimodal Large Language Models (MLLMs) have made substantial progress in recent years. However, their rigorous evaluation within specialized domains like finance is hindered by t…

cs.AI2025

Understanding Financial Reasoning in AI: A Multimodal Benchmark and Error Learning Approach

Shuangyan Deng, Haizhou Peng, Jiachen Xu +3

Effective financial reasoning demands not only textual understanding but also the ability to interpret complex visual data such as charts, tables, and trend graphs. This paper intr…

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