How Much of Native Language Identification Is Corpus Artifact? A Cross-Corpus Audit of SVMs and LLMs on TOEFL11 and ICLEv3

Shima Rahimi

How Much of Native Language Identification Is Corpus Artifact? A Cross-Corpus Audit of SVMs and LLMs on TOEFL11 and ICLEv3

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Anthology ID:: 2026.nlp4call-1.1
Volume:: Proceedings of the 15th Workshop on Natural Language Processing for Computer Assisted Language Learning
Month:: November
Year:: 2026
Address:: Gothenburg, Sweden
Editors:: Arianna Masciolini, David Alfter, Herbert Lange, Ricardo Muñoz Sánchez, Ildikó Pilán, Elena Volodina
Venues:: NLP4CALL | WS
SIG:: SIGEDU
Publisher:: University of Tartu Library
Note:
Pages:: 1–15
Language:
URL:: https://aclanthology.org/2026.nlp4call-1.1/
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Cite (ACL):: Shima Rahimi. 2026. How Much of Native Language Identification Is Corpus Artifact? A Cross-Corpus Audit of SVMs and LLMs on TOEFL11 and ICLEv3. In Proceedings of the 15th Workshop on Natural Language Processing for Computer Assisted Language Learning, pages 1–15, Gothenburg, Sweden. University of Tartu Library.
Cite (Informal):: How Much of Native Language Identification Is Corpus Artifact? A Cross-Corpus Audit of SVMs and LLMs on TOEFL11 and ICLEv3 (Rahimi, NLP4CALL 2026)
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PDF:: https://aclanthology.org/2026.nlp4call-1.1.pdf

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@inproceedings{rahimi-2026-much,
    title = "How Much of Native Language Identification Is Corpus Artifact? A Cross-Corpus Audit of {SVM}s and {LLM}s on {TOEFL}11 and {ICLE}v3",
    author = "Rahimi, Shima",
    editor = "Masciolini, Arianna  and
      Alfter, David  and
      Lange, Herbert  and
      Mu{\~n}oz S{\'a}nchez, Ricardo  and
      Pil{\'a}n, Ildik{\'o}  and
      Volodina, Elena",
    booktitle = "Proceedings of the 15th Workshop on Natural Language Processing for Computer Assisted Language Learning",
    month = nov,
    year = "2026",
    address = "Gothenburg, Sweden",
    publisher = "University of Tartu Library",
    url = "https://aclanthology.org/2026.nlp4call-1.1/",
    pages = "1--15",
    ISBN = "978-9985-4-1522-1"
}

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%0 Conference Proceedings
%T How Much of Native Language Identification Is Corpus Artifact? A Cross-Corpus Audit of SVMs and LLMs on TOEFL11 and ICLEv3
%A Rahimi, Shima
%Y Masciolini, Arianna
%Y Alfter, David
%Y Lange, Herbert
%Y Muñoz Sánchez, Ricardo
%Y Pilán, Ildikó
%Y Volodina, Elena
%S Proceedings of the 15th Workshop on Natural Language Processing for Computer Assisted Language Learning
%D 2026
%8 November
%I University of Tartu Library
%C Gothenburg, Sweden
%@ 978-9985-4-1522-1
%F rahimi-2026-much
%U https://aclanthology.org/2026.nlp4call-1.1/
%P 1-15

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Markdown (Informal)

[How Much of Native Language Identification Is Corpus Artifact? A Cross-Corpus Audit of SVMs and LLMs on TOEFL11 and ICLEv3](https://aclanthology.org/2026.nlp4call-1.1/) (Rahimi, NLP4CALL 2026)

How Much of Native Language Identification Is Corpus Artifact? A Cross-Corpus Audit of SVMs and LLMs on TOEFL11 and ICLEv3 (Rahimi, NLP4CALL 2026)

ACL

Shima Rahimi. 2026. How Much of Native Language Identification Is Corpus Artifact? A Cross-Corpus Audit of SVMs and LLMs on TOEFL11 and ICLEv3. In Proceedings of the 15th Workshop on Natural Language Processing for Computer Assisted Language Learning, pages 1–15, Gothenburg, Sweden. University of Tartu Library.