Medication Extraction and Entity Linking using Stacked and Voted Ensembles on LLMs

Pablo Romero; Lifeng Han; Goran Nenadic

doi:10.18653/v1/2025.cl4health-1.26

Medication Extraction and Entity Linking using Stacked and Voted Ensembles on LLMs

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Anthology ID:: 2025.cl4health-1.26
Volume:: Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)
Month:: May
Year:: 2025
Address:: Albuquerque, New Mexico
Editors:: Sophia Ananiadou, Dina Demner-Fushman, Deepak Gupta, Paul Thompson
Venues:: CL4Health | WS
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 303–315
Language:
URL:: https://aclanthology.org/2025.cl4health-1.26/
DOI:: 10.18653/v1/2025.cl4health-1.26
Bibkey:
Cite (ACL):: Pablo Romero, Lifeng Han, and Goran Nenadic. 2025. Medication Extraction and Entity Linking using Stacked and Voted Ensembles on LLMs. In Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health), pages 303–315, Albuquerque, New Mexico. Association for Computational Linguistics.
Cite (Informal):: Medication Extraction and Entity Linking using Stacked and Voted Ensembles on LLMs (Romero et al., CL4Health 2025)
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PDF:: https://aclanthology.org/2025.cl4health-1.26.pdf

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@inproceedings{romero-etal-2025-medication,
    title = "Medication Extraction and Entity Linking using Stacked and Voted Ensembles on {LLM}s",
    author = "Romero, Pablo  and
      Han, Lifeng  and
      Nenadic, Goran",
    editor = "Ananiadou, Sophia  and
      Demner-Fushman, Dina  and
      Gupta, Deepak  and
      Thompson, Paul",
    booktitle = "Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.cl4health-1.26/",
    doi = "10.18653/v1/2025.cl4health-1.26",
    pages = "303--315",
    ISBN = "979-8-89176-238-1"
}

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%0 Conference Proceedings
%T Medication Extraction and Entity Linking using Stacked and Voted Ensembles on LLMs
%A Romero, Pablo
%A Han, Lifeng
%A Nenadic, Goran
%Y Ananiadou, Sophia
%Y Demner-Fushman, Dina
%Y Gupta, Deepak
%Y Thompson, Paul
%S Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health)
%D 2025
%8 May
%I Association for Computational Linguistics
%C Albuquerque, New Mexico
%@ 979-8-89176-238-1
%F romero-etal-2025-medication
%R 10.18653/v1/2025.cl4health-1.26
%U https://aclanthology.org/2025.cl4health-1.26/
%U https://doi.org/10.18653/v1/2025.cl4health-1.26
%P 303-315

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Markdown (Informal)

[Medication Extraction and Entity Linking using Stacked and Voted Ensembles on LLMs](https://aclanthology.org/2025.cl4health-1.26/) (Romero et al., CL4Health 2025)

Medication Extraction and Entity Linking using Stacked and Voted Ensembles on LLMs (Romero et al., CL4Health 2025)

ACL

Pablo Romero, Lifeng Han, and Goran Nenadic. 2025. Medication Extraction and Entity Linking using Stacked and Voted Ensembles on LLMs. In Proceedings of the Second Workshop on Patient-Oriented Language Processing (CL4Health), pages 303–315, Albuquerque, New Mexico. Association for Computational Linguistics.