Interpretable Machine Learning for Societal Language Identification: Modeling English and German Influences on Portuguese Heritage Language

Soroosh Akef; Detmar Meurers; Amália Mendes; Patrick Rebuschat

Interpretable Machine Learning for Societal Language Identification: Modeling English and German Influences on Portuguese Heritage Language

Soroosh Akef, Detmar Meurers, Amália Mendes, Patrick Rebuschat

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Anthology ID:: 2025.nlp4call-1.4
Volume:: Proceedings of the 14th Workshop on Natural Language Processing for Computer Assisted Language Learning
Month:: March
Year:: 2025
Address:: Tallinn, Estonia
Editors:: Ricardo Muñoz Sánchez, David Alfter, Elena Volodina, Jelena Kallas
Venues:: NLP4CALL | WS
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Publisher:: University of Tartu Library
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Pages:: 50–62
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URL:: https://aclanthology.org/2025.nlp4call-1.4/
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Cite (ACL):: Soroosh Akef, Detmar Meurers, Amália Mendes, and Patrick Rebuschat. 2025. Interpretable Machine Learning for Societal Language Identification: Modeling English and German Influences on Portuguese Heritage Language. In Proceedings of the 14th Workshop on Natural Language Processing for Computer Assisted Language Learning, pages 50–62, Tallinn, Estonia. University of Tartu Library.
Cite (Informal):: Interpretable Machine Learning for Societal Language Identification: Modeling English and German Influences on Portuguese Heritage Language (Akef et al., NLP4CALL 2025)
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PDF:: https://aclanthology.org/2025.nlp4call-1.4.pdf

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@inproceedings{akef-etal-2025-interpretable,
    title = "Interpretable Machine Learning for Societal Language Identification: Modeling {E}nglish and {G}erman Influences on {P}ortuguese Heritage Language",
    author = "Akef, Soroosh  and
      Meurers, Detmar  and
      Mendes, Am{\'a}lia  and
      Rebuschat, Patrick",
    editor = "Mu{\~n}oz S{\'a}nchez, Ricardo  and
      Alfter, David  and
      Volodina, Elena  and
      Kallas, Jelena",
    booktitle = "Proceedings of the 14th Workshop on Natural Language Processing for Computer Assisted Language Learning",
    month = mar,
    year = "2025",
    address = "Tallinn, Estonia",
    publisher = "University of Tartu Library",
    url = "https://aclanthology.org/2025.nlp4call-1.4/",
    pages = "50--62",
    ISBN = "978-9908-53-112-0"
}

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%0 Conference Proceedings
%T Interpretable Machine Learning for Societal Language Identification: Modeling English and German Influences on Portuguese Heritage Language
%A Akef, Soroosh
%A Meurers, Detmar
%A Mendes, Amália
%A Rebuschat, Patrick
%Y Muñoz Sánchez, Ricardo
%Y Alfter, David
%Y Volodina, Elena
%Y Kallas, Jelena
%S Proceedings of the 14th Workshop on Natural Language Processing for Computer Assisted Language Learning
%D 2025
%8 March
%I University of Tartu Library
%C Tallinn, Estonia
%@ 978-9908-53-112-0
%F akef-etal-2025-interpretable
%U https://aclanthology.org/2025.nlp4call-1.4/
%P 50-62

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Markdown (Informal)

[Interpretable Machine Learning for Societal Language Identification: Modeling English and German Influences on Portuguese Heritage Language](https://aclanthology.org/2025.nlp4call-1.4/) (Akef et al., NLP4CALL 2025)

Interpretable Machine Learning for Societal Language Identification: Modeling English and German Influences on Portuguese Heritage Language (Akef et al., NLP4CALL 2025)

ACL

Soroosh Akef, Detmar Meurers, Amália Mendes, and Patrick Rebuschat. 2025. Interpretable Machine Learning for Societal Language Identification: Modeling English and German Influences on Portuguese Heritage Language. In Proceedings of the 14th Workshop on Natural Language Processing for Computer Assisted Language Learning, pages 50–62, Tallinn, Estonia. University of Tartu Library.