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CLER: Improving Multimodal Financial Reasoning by Cross-MLLM Error Reflection

Shuangyan Deng, Zhongsheng Wang, Rui Mao 0010, Ciprian Doru Giurcaneanu, Jiamou Liu. CLER: Improving Multimodal Financial Reasoning by Cross-MLLM Error Reflection. In Sven Koenig, Chad Jenkins, Matthew E. Taylor, editors, Fortieth AAAI Conference on Artificial Intelligence, Thirty-Eighth Conference on Innovative Applications of Artificial Intelligence, Sixteenth Symposium on Educational Advances in Artificial Intelligence, AAAI 2026, Singapore, January 20-27, 2026. pages 30494-30502, AAAI Press, 2026. [doi]

Authors

Shuangyan Deng

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Zhongsheng Wang

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Rui Mao 0010

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Ciprian Doru Giurcaneanu

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Jiamou Liu

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