Toward True Neutrality: Evaluating Inference-Time Debiasing Strategies for Gender Coreference Resolution in LLMs

Arati Mohapatra; S Jaya Nirmala

Toward True Neutrality: Evaluating Inference-Time Debiasing Strategies for Gender Coreference Resolution in LLMs

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Anthology ID:: 2025.paclic-1.19
Volume:: Proceedings of the 39th Pacific Asia Conference on Language, Information and Computation
Month:: December
Year:: 2025
Address:: Hanoi, Vietnam
Editors:: Chu-Ren Huang, Yasunari Harada, Jong-Bok Kim, Nguyen T.M. Huyen, Le Thanh Huong, Pham Hien, Emmanuele Chersoni, Le Minh Nguyen, Rachel Edita Oñate Roxas, Sherly Dita
Venue:: PACLIC
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 226–235
Language:
URL:: https://aclanthology.org/2025.paclic-1.19/
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Bibkey:
Cite (ACL):: Arati Mohapatra and S Jaya Nirmala. 2025. Toward True Neutrality: Evaluating Inference-Time Debiasing Strategies for Gender Coreference Resolution in LLMs. In Proceedings of the 39th Pacific Asia Conference on Language, Information and Computation, pages 226–235, Hanoi, Vietnam. Association for Computational Linguistics.
Cite (Informal):: Toward True Neutrality: Evaluating Inference-Time Debiasing Strategies for Gender Coreference Resolution in LLMs (Mohapatra & Nirmala, PACLIC 2025)
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PDF:: https://aclanthology.org/2025.paclic-1.19.pdf

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@inproceedings{mohapatra-nirmala-2025-toward,
    title = "Toward True Neutrality: Evaluating Inference-Time Debiasing Strategies for Gender Coreference Resolution in {LLM}s",
    author = "Mohapatra, Arati  and
      Nirmala, S Jaya",
    editor = "Huang, Chu-Ren  and
      Harada, Yasunari  and
      Kim, Jong-Bok  and
      Huyen, Nguyen T.M.  and
      Huong, Le Thanh  and
      Hien, Pham  and
      Chersoni, Emmanuele  and
      Nguyen, Le Minh  and
      Roxas, Rachel Edita O{\~n}ate  and
      Dita, Sherly",
    booktitle = "Proceedings of the 39th Pacific {A}sia Conference on Language, Information and Computation",
    month = dec,
    year = "2025",
    address = "Hanoi, Vietnam",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.paclic-1.19/",
    pages = "226--235"
}

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%0 Conference Proceedings
%T Toward True Neutrality: Evaluating Inference-Time Debiasing Strategies for Gender Coreference Resolution in LLMs
%A Mohapatra, Arati
%A Nirmala, S. Jaya
%Y Huang, Chu-Ren
%Y Harada, Yasunari
%Y Kim, Jong-Bok
%Y Huyen, Nguyen T.M.
%Y Huong, Le Thanh
%Y Hien, Pham
%Y Chersoni, Emmanuele
%Y Nguyen, Le Minh
%Y Roxas, Rachel Edita Oñate
%Y Dita, Sherly
%S Proceedings of the 39th Pacific Asia Conference on Language, Information and Computation
%D 2025
%8 December
%I Association for Computational Linguistics
%C Hanoi, Vietnam
%F mohapatra-nirmala-2025-toward
%U https://aclanthology.org/2025.paclic-1.19/
%P 226-235

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Markdown (Informal)

[Toward True Neutrality: Evaluating Inference-Time Debiasing Strategies for Gender Coreference Resolution in LLMs](https://aclanthology.org/2025.paclic-1.19/) (Mohapatra & Nirmala, PACLIC 2025)

Toward True Neutrality: Evaluating Inference-Time Debiasing Strategies for Gender Coreference Resolution in LLMs (Mohapatra & Nirmala, PACLIC 2025)

ACL

Arati Mohapatra and S Jaya Nirmala. 2025. Toward True Neutrality: Evaluating Inference-Time Debiasing Strategies for Gender Coreference Resolution in LLMs. In Proceedings of the 39th Pacific Asia Conference on Language, Information and Computation, pages 226–235, Hanoi, Vietnam. Association for Computational Linguistics.