AlphaQT-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in LLMs

Sichun Luo; Yi Huang; Shichang Meng; Fengyuan Liu; Mukai Li; Qinghua Yao; Zefa Hu; Junlan Feng; Qi Liu

AlphaQT-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in LLMs

Sichun Luo, Yi Huang, Shichang Meng, Fengyuan Liu, Mukai Li, Qinghua Yao, Zefa Hu, Junlan Feng, Qi Liu

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Anthology ID:: 2026.findings-acl.138
Volume:: Findings of the Association for Computational Linguistics: ACL 2026
Month:: July
Year:: 2026
Address:: San Diego, California, United States
Editors:: Maria Liakata, Viviane P. Moreira, Jiajun Zhang, David Jurgens
Venue:: Findings
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 2871–2886
Language:
URL:: https://aclanthology.org/2026.findings-acl.138/
DOI:
Bibkey:
Cite (ACL):: Sichun Luo, Yi Huang, Shichang Meng, Fengyuan Liu, Mukai Li, Qinghua Yao, Zefa Hu, Junlan Feng, and Qi Liu. 2026. AlphaQT-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in LLMs. In Findings of the Association for Computational Linguistics: ACL 2026, pages 2871–2886, San Diego, California, United States. Association for Computational Linguistics.
Cite (Informal):: AlphaQT-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in LLMs (Luo et al., Findings 2026)
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PDF:: https://aclanthology.org/2026.findings-acl.138.pdf
Checklist:: 2026.findings-acl.138.checklist.pdf

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@inproceedings{luo-etal-2026-alphaqt,
    title = "{A}lpha{QT}-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in {LLM}s",
    author = "Luo, Sichun  and
      Huang, Yi  and
      Meng, Shichang  and
      Liu, Fengyuan  and
      Li, Mukai  and
      Yao, Qinghua  and
      Hu, Zefa  and
      Feng, Junlan  and
      Liu, Qi",
    editor = "Liakata, Maria  and
      Moreira, Viviane P.  and
      Zhang, Jiajun  and
      Jurgens, David",
    booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026",
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    year = "2026",
    address = "San Diego, California, United States",
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    url = "https://aclanthology.org/2026.findings-acl.138/",
    pages = "2871--2886",
    ISBN = "979-8-89176-395-1"
}

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%0 Conference Proceedings
%T AlphaQT-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in LLMs
%A Luo, Sichun
%A Huang, Yi
%A Meng, Shichang
%A Liu, Fengyuan
%A Li, Mukai
%A Yao, Qinghua
%A Hu, Zefa
%A Feng, Junlan
%A Liu, Qi
%Y Liakata, Maria
%Y Moreira, Viviane P.
%Y Zhang, Jiajun
%Y Jurgens, David
%S Findings of the Association for Computational Linguistics: ACL 2026
%D 2026
%8 July
%I Association for Computational Linguistics
%C San Diego, California, United States
%@ 979-8-89176-395-1
%F luo-etal-2026-alphaqt
%U https://aclanthology.org/2026.findings-acl.138/
%P 2871-2886

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Markdown (Informal)

[AlphaQT-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in LLMs](https://aclanthology.org/2026.findings-acl.138/) (Luo et al., Findings 2026)

AlphaQT-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in LLMs (Luo et al., Findings 2026)

ACL

Sichun Luo, Yi Huang, Shichang Meng, Fengyuan Liu, Mukai Li, Qinghua Yao, Zefa Hu, Junlan Feng, and Qi Liu. 2026. AlphaQT-Bench: Diagnosing the Gap between Financial Code Generation and Quantitative Reasoning in LLMs. In Findings of the Association for Computational Linguistics: ACL 2026, pages 2871–2886, San Diego, California, United States. Association for Computational Linguistics.