FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models’ Knowledge and Reasoning

Shaoyu Dou; Yutian Shen; Mofan Chen; Zixuan Wang; Jiajie Xu; Qi Guo; Kailai Shao; Chao Chen; Haixiang Hu; Haibo Shi; Min Min; Liwen Zhang

FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models’ Knowledge and Reasoning

Shaoyu Dou, Yutian Shen, Mofan Chen, Zixuan Wang, Jiajie Xu, Qi Guo, Kailai Shao, Chao Chen, Haixiang Hu, Haibo Shi, Min Min, Liwen Zhang

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Anthology ID:: 2025.finnlp-2.5
Volume:: Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing
Month:: November
Year:: 2025
Address:: Suzhou, China
Editors:: Chung-Chi Chen, Genta Indra Winata, Stephen Rawls, Anirban Das, Hsin-Hsi Chen, Hiroya Takamura
Venue:: FinNLP
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 47–69
Language:
URL:: https://aclanthology.org/2025.finnlp-2.5/
DOI:
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Cite (ACL):: Shaoyu Dou, Yutian Shen, Mofan Chen, Zixuan Wang, Jiajie Xu, Qi Guo, Kailai Shao, Chao Chen, Haixiang Hu, Haibo Shi, Min Min, and Liwen Zhang. 2025. FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models’ Knowledge and Reasoning. In Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing, pages 47–69, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models’ Knowledge and Reasoning (Dou et al., FinNLP 2025)
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PDF:: https://aclanthology.org/2025.finnlp-2.5.pdf

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@inproceedings{dou-etal-2025-fineval,
    title = "{F}in{E}val-{KR}: A Financial Domain Evaluation Framework for Large Language Models' Knowledge and Reasoning",
    author = "Dou, Shaoyu  and
      Shen, Yutian  and
      Chen, Mofan  and
      Wang, Zixuan  and
      Xu, Jiajie  and
      Guo, Qi  and
      Shao, Kailai  and
      Chen, Chao  and
      Hu, Haixiang  and
      Shi, Haibo  and
      Min, Min  and
      Zhang, Liwen",
    editor = "Chen, Chung-Chi  and
      Winata, Genta Indra  and
      Rawls, Stephen  and
      Das, Anirban  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya",
    booktitle = "Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.finnlp-2.5/",
    pages = "47--69"
}

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%0 Conference Proceedings
%T FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models’ Knowledge and Reasoning
%A Dou, Shaoyu
%A Shen, Yutian
%A Chen, Mofan
%A Wang, Zixuan
%A Xu, Jiajie
%A Guo, Qi
%A Shao, Kailai
%A Chen, Chao
%A Hu, Haixiang
%A Shi, Haibo
%A Min, Min
%A Zhang, Liwen
%Y Chen, Chung-Chi
%Y Winata, Genta Indra
%Y Rawls, Stephen
%Y Das, Anirban
%Y Chen, Hsin-Hsi
%Y Takamura, Hiroya
%S Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing
%D 2025
%8 November
%I Association for Computational Linguistics
%C Suzhou, China
%F dou-etal-2025-fineval
%U https://aclanthology.org/2025.finnlp-2.5/
%P 47-69

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Markdown (Informal)

[FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models’ Knowledge and Reasoning](https://aclanthology.org/2025.finnlp-2.5/) (Dou et al., FinNLP 2025)

FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models’ Knowledge and Reasoning (Dou et al., FinNLP 2025)

ACL

Shaoyu Dou, Yutian Shen, Mofan Chen, Zixuan Wang, Jiajie Xu, Qi Guo, Kailai Shao, Chao Chen, Haixiang Hu, Haibo Shi, Min Min, and Liwen Zhang. 2025. FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models’ Knowledge and Reasoning. In Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing, pages 47–69, Suzhou, China. Association for Computational Linguistics.