PhantomTroupe at ImageEval 2025 Shared Task: Multimodal Arabic Image Captioning through Translation-Based Fine-Tuning of LLM Models

Muhammad Abu Horaira; Farhan Amin; Sakibul Hasan; Md. Tanvir Ahammed Shawon; Muhammad Ibrahim Khan

PhantomTroupe at ImageEval 2025 Shared Task: Multimodal Arabic Image Captioning through Translation-Based Fine-Tuning of LLM Models

Muhammad Abu Horaira, Farhan Amin, Sakibul Hasan, Md. Tanvir Ahammed Shawon, Muhammad Ibrahim Khan

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Anthology ID:: 2025.arabicnlp-sharedtasks.57
Volume:: Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
Month:: November
Year:: 2025
Address:: Suzhou, China
Editors:: Kareem Darwish, Ahmed Ali, Ibrahim Abu Farha, Samia Touileb, Imed Zitouni, Ahmed Abdelali, Sharefah Al-Ghamdi, Sakhar Alkhereyf, Wajdi Zaghouani, Salam Khalifa, Badr AlKhamissi, Rawan Almatham, Injy Hamed, Zaid Alyafeai, Areeb Alowisheq, Go Inoue, Khalil Mrini, Waad Alshammari
Venue:: ArabicNLP
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 414–418
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.57/
DOI:
Bibkey:
Cite (ACL):: Muhammad Abu Horaira, Farhan Amin, Sakibul Hasan, Md. Tanvir Ahammed Shawon, and Muhammad Ibrahim Khan. 2025. PhantomTroupe at ImageEval 2025 Shared Task: Multimodal Arabic Image Captioning through Translation-Based Fine-Tuning of LLM Models. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 414–418, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: PhantomTroupe at ImageEval 2025 Shared Task: Multimodal Arabic Image Captioning through Translation-Based Fine-Tuning of LLM Models (Abu Horaira et al., ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.57.pdf

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@inproceedings{abu-horaira-etal-2025-phantomtroupe,
    title = "{P}hantom{T}roupe at {I}mage{E}val 2025 Shared Task: Multimodal {A}rabic Image Captioning through Translation-Based Fine-Tuning of {LLM} Models",
    author = "Abu Horaira, Muhammad  and
      Amin, Farhan  and
      Hasan, Sakibul  and
      Tanvir Ahammed Shawon, Md.  and
      Ibrahim Khan, Muhammad",
    editor = "Darwish, Kareem  and
      Ali, Ahmed  and
      Abu Farha, Ibrahim  and
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      Al-Ghamdi, Sharefah  and
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      Zaghouani, Wajdi  and
      Khalifa, Salam  and
      AlKhamissi, Badr  and
      Almatham, Rawan  and
      Hamed, Injy  and
      Alyafeai, Zaid  and
      Alowisheq, Areeb  and
      Inoue, Go  and
      Mrini, Khalil  and
      Alshammari, Waad",
    booktitle = "Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.arabicnlp-sharedtasks.57/",
    pages = "414--418",
    ISBN = "979-8-89176-356-2",
    abstract = ""
}

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%0 Conference Proceedings
%T PhantomTroupe at ImageEval 2025 Shared Task: Multimodal Arabic Image Captioning through Translation-Based Fine-Tuning of LLM Models
%A Abu Horaira, Muhammad
%A Amin, Farhan
%A Hasan, Sakibul
%A Tanvir Ahammed Shawon, Md.
%A Ibrahim Khan, Muhammad
%Y Darwish, Kareem
%Y Ali, Ahmed
%Y Abu Farha, Ibrahim
%Y Touileb, Samia
%Y Zitouni, Imed
%Y Abdelali, Ahmed
%Y Al-Ghamdi, Sharefah
%Y Alkhereyf, Sakhar
%Y Zaghouani, Wajdi
%Y Khalifa, Salam
%Y AlKhamissi, Badr
%Y Almatham, Rawan
%Y Hamed, Injy
%Y Alyafeai, Zaid
%Y Alowisheq, Areeb
%Y Inoue, Go
%Y Mrini, Khalil
%Y Alshammari, Waad
%S Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
%D 2025
%8 November
%I Association for Computational Linguistics
%C Suzhou, China
%@ 979-8-89176-356-2
%F abu-horaira-etal-2025-phantomtroupe
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.57/
%P 414-418

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Markdown (Informal)

[PhantomTroupe at ImageEval 2025 Shared Task: Multimodal Arabic Image Captioning through Translation-Based Fine-Tuning of LLM Models](https://aclanthology.org/2025.arabicnlp-sharedtasks.57/) (Abu Horaira et al., ArabicNLP 2025)

PhantomTroupe at ImageEval 2025 Shared Task: Multimodal Arabic Image Captioning through Translation-Based Fine-Tuning of LLM Models (Abu Horaira et al., ArabicNLP 2025)

ACL

Muhammad Abu Horaira, Farhan Amin, Sakibul Hasan, Md. Tanvir Ahammed Shawon, and Muhammad Ibrahim Khan. 2025. PhantomTroupe at ImageEval 2025 Shared Task: Multimodal Arabic Image Captioning through Translation-Based Fine-Tuning of LLM Models. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 414–418, Suzhou, China. Association for Computational Linguistics.