LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages

Xuhan Huang; Qingning Shen; Yan Hu; Anningzhe Gao; Benyou Wang

doi:10.18653/v1/2025.findings-naacl.146

LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages

Xuhan Huang, Qingning Shen, Yan Hu, Anningzhe Gao, Benyou Wang

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Anthology ID:: 2025.findings-naacl.146
Volume:: Findings of the Association for Computational Linguistics: NAACL 2025
Month:: April
Year:: 2025
Address:: Albuquerque, New Mexico
Editors:: Luis Chiruzzo, Alan Ritter, Lu Wang
Venue:: Findings
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 2678–2710
Language:
URL:: https://aclanthology.org/2025.findings-naacl.146/
DOI:: 10.18653/v1/2025.findings-naacl.146
Bibkey:
Cite (ACL):: Xuhan Huang, Qingning Shen, Yan Hu, Anningzhe Gao, and Benyou Wang. 2025. LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages. In Findings of the Association for Computational Linguistics: NAACL 2025, pages 2678–2710, Albuquerque, New Mexico. Association for Computational Linguistics.
Cite (Informal):: LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages (Huang et al., Findings 2025)
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PDF:: https://aclanthology.org/2025.findings-naacl.146.pdf

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@inproceedings{huang-etal-2025-llms,
    title = "{LLM}s for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages",
    author = "Huang, Xuhan  and
      Shen, Qingning  and
      Hu, Yan  and
      Gao, Anningzhe  and
      Wang, Benyou",
    editor = "Chiruzzo, Luis  and
      Ritter, Alan  and
      Wang, Lu",
    booktitle = "Findings of the Association for Computational Linguistics: NAACL 2025",
    month = apr,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.findings-naacl.146/",
    doi = "10.18653/v1/2025.findings-naacl.146",
    pages = "2678--2710",
    ISBN = "979-8-89176-195-7"
}

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%0 Conference Proceedings
%T LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages
%A Huang, Xuhan
%A Shen, Qingning
%A Hu, Yan
%A Gao, Anningzhe
%A Wang, Benyou
%Y Chiruzzo, Luis
%Y Ritter, Alan
%Y Wang, Lu
%S Findings of the Association for Computational Linguistics: NAACL 2025
%D 2025
%8 April
%I Association for Computational Linguistics
%C Albuquerque, New Mexico
%@ 979-8-89176-195-7
%F huang-etal-2025-llms
%R 10.18653/v1/2025.findings-naacl.146
%U https://aclanthology.org/2025.findings-naacl.146/
%U https://doi.org/10.18653/v1/2025.findings-naacl.146
%P 2678-2710

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Markdown (Informal)

[LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages](https://aclanthology.org/2025.findings-naacl.146/) (Huang et al., Findings 2025)

LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages (Huang et al., Findings 2025)

ACL

Xuhan Huang, Qingning Shen, Yan Hu, Anningzhe Gao, and Benyou Wang. 2025. LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages. In Findings of the Association for Computational Linguistics: NAACL 2025, pages 2678–2710, Albuquerque, New Mexico. Association for Computational Linguistics.