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]

@inproceedings{DengWMGL26,
  title = {CLER: Improving Multimodal Financial Reasoning by Cross-MLLM Error Reflection},
  author = {Shuangyan Deng and Zhongsheng Wang and Rui Mao 0010 and Ciprian Doru Giurcaneanu and Jiamou Liu},
  year = {2026},
  doi = {10.1609/aaai.v40i36.40303},
  url = {https://doi.org/10.1609/aaai.v40i36.40303},
  researchr = {https://researchr.org/publication/DengWMGL26},
  cites = {0},
  citedby = {0},
  pages = {30494-30502},
  booktitle = {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},
  editor = {Sven Koenig and Chad Jenkins and Matthew E. Taylor},
  publisher = {AAAI Press},
  isbn = {978-1-57735-906-7},
}