SmolLab_SEU at MAHED Shared Task: Do Arabic-Native Encoders Surpass Multilingual Models in Detecting the Nuances of Hope, Hate, and Emotion?

Md. Abdur Rahman; Md Sabbir Dewan; Md. Tofael Ahmed Bhuiyan; Md. Ashiqur Rahman

SmolLab_SEU at MAHED Shared Task: Do Arabic-Native Encoders Surpass Multilingual Models in Detecting the Nuances of Hope, Hate, and Emotion?

Md Abdur Rahman, Md Sabbir Dewan, Md. Tofael Ahmed Bhuiyan, Md Ashiqur Rahman

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Anthology ID:: 2025.arabicnlp-sharedtasks.90
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:: 658–664
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.90/
DOI:
Bibkey:
Cite (ACL):: Md Abdur Rahman, Md Sabbir Dewan, Md. Tofael Ahmed Bhuiyan, and Md Ashiqur Rahman. 2025. SmolLab_SEU at MAHED Shared Task: Do Arabic-Native Encoders Surpass Multilingual Models in Detecting the Nuances of Hope, Hate, and Emotion?. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 658–664, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: SmolLab_SEU at MAHED Shared Task: Do Arabic-Native Encoders Surpass Multilingual Models in Detecting the Nuances of Hope, Hate, and Emotion? (Abdur Rahman et al., ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.90.pdf

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@inproceedings{abdur-rahman-etal-2025-smollab,
    title = "{S}mol{L}ab{\_}{SEU} at {MAHED} Shared Task: Do {A}rabic-Native Encoders Surpass Multilingual Models in Detecting the Nuances of Hope, Hate, and Emotion?",
    author = "Abdur Rahman, Md  and
      Sabbir Dewan, Md  and
      Tofael Ahmed Bhuiyan, Md.  and
      Ashiqur Rahman, Md",
    editor = "Darwish, Kareem  and
      Ali, Ahmed  and
      Abu Farha, Ibrahim  and
      Touileb, Samia  and
      Zitouni, Imed  and
      Abdelali, Ahmed  and
      Al-Ghamdi, Sharefah  and
      Alkhereyf, Sakhar  and
      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.90/",
    pages = "658--664",
    ISBN = "979-8-89176-356-2",
    abstract = ""
}

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%0 Conference Proceedings
%T SmolLab_SEU at MAHED Shared Task: Do Arabic-Native Encoders Surpass Multilingual Models in Detecting the Nuances of Hope, Hate, and Emotion?
%A Abdur Rahman, Md
%A Sabbir Dewan, Md
%A Tofael Ahmed Bhuiyan, Md.
%A Ashiqur Rahman, Md
%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 abdur-rahman-etal-2025-smollab
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.90/
%P 658-664

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Markdown (Informal)

[SmolLab_SEU at MAHED Shared Task: Do Arabic-Native Encoders Surpass Multilingual Models in Detecting the Nuances of Hope, Hate, and Emotion?](https://aclanthology.org/2025.arabicnlp-sharedtasks.90/) (Abdur Rahman et al., ArabicNLP 2025)

SmolLab_SEU at MAHED Shared Task: Do Arabic-Native Encoders Surpass Multilingual Models in Detecting the Nuances of Hope, Hate, and Emotion? (Abdur Rahman et al., ArabicNLP 2025)

ACL

Md Abdur Rahman, Md Sabbir Dewan, Md. Tofael Ahmed Bhuiyan, and Md Ashiqur Rahman. 2025. SmolLab_SEU at MAHED Shared Task: Do Arabic-Native Encoders Surpass Multilingual Models in Detecting the Nuances of Hope, Hate, and Emotion?. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 658–664, Suzhou, China. Association for Computational Linguistics.