Publications

2026

1. ACL Findings

   FinCARDS: Card-Based Analyst Reranking for Financial Document Question Answering

   Yixi Zhou, F. Zhang, Y. Chen, and 3 more authors

   Findings of the Association for Computational Linguistics: ACL 2026, 2026

   Bib

   @article{zhou2026fincards,
     title = {Fin{CARDS}: Card-Based Analyst Reranking for Financial Document Question Answering},
     author = {Zhou, Yixi and Zhang, F. and Chen, Y. and Zhang, H. and Nakov, P. and Xie, Z.},
     year = {2026},
     journal = {Findings of the Association for Computational Linguistics: ACL 2026},
     eprint = {2601.06992},
     archiveprefix = {arXiv},
     primaryclass = {cs.CL},
     url = {https://arxiv.org/abs/2601.06992},
   }

2. arXiv

   Fine-grained Classification of A Million Life Trajectories from Wikipedia

   Zhaoyang Liu, Xiaocong Du, Yixi Zhou, and 2 more authors

   arXiv preprint, 2026

   Bib

   @article{liu2026finegrained,
     title = {Fine-grained Classification of {A} Million Life Trajectories from Wikipedia},
     author = {Liu, Zhaoyang and Du, Xiaocong and Zhou, Yixi and Shi, Ye and Zhang, Haipeng},
     year = {2026},
     journal = {arXiv preprint},
     eprint = {2602.04503},
     archiveprefix = {arXiv},
     primaryclass = {cs.CL},
     url = {https://arxiv.org/abs/2602.04503},
   }

2025

1. ICAIF Workshop

   Human-Aligned Multi-Agent Reranking for Financial Document QA in Zero-Shot Settings

   Yixi Zhou, Jiayi Yin, Zhongyang Liu, and 2 more authors

   In Proceedings of the 2nd Workshop on LLMs and Generative AI for Finance (AI4F) at ACM ICAIF 2025, 2025

   Bib

   @inproceedings{zhou2025human,
     title = {Human-Aligned Multi-Agent Reranking for Financial Document QA in Zero-Shot Settings},
     author = {Zhou, Yixi and Yin, Jiayi and Liu, Zhongyang and Huang, Ruoxin and Zhang, Haipeng},
     booktitle = {Proceedings of the 2nd Workshop on LLMs and Generative AI for Finance (AI4F) at ACM ICAIF 2025},
     year = {2025},
     publisher = {ACM},
     address = {Singapore}
   }

2. ICAIF Workshop

   Revisiting Nighttime Light Features in Inclusive Credit Scoring: A Fairness Analysis for Emerging Markets

   Jiayi Yin and Yixi Zhou

   In Proceedings of the Workshop on AI for Financial Inclusion, Risk Modeling and Resilience in Emerging Markets (FinREM) at ACM ICAIF 2025, 2025

   Bib

   @inproceedings{yin2025nighttime,
     title = {Revisiting Nighttime Light Features in Inclusive Credit Scoring: A Fairness Analysis for Emerging Markets},
     author = {Yin, Jiayi and Zhou, Yixi},
     booktitle = {Proceedings of the Workshop on AI for Financial Inclusion, Risk Modeling and Resilience in Emerging Markets (FinREM) at ACM ICAIF 2025},
     year = {2025},
     publisher = {ACM},
     address = {Singapore}
   }