ThinkDrill at IslamicEval 2025 Shared Task: LLM Hybrid Approach for Qur’an and Hadith Question Answering

Eman Elrefai; Toka Khaled; Ahmed Soliman

ThinkDrill at IslamicEval 2025 Shared Task: LLM Hybrid Approach for Qur’an and Hadith Question Answering

Eman Elrefai, Toka Khaled, Ahmed Soliman

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Anthology ID:: 2025.arabicnlp-sharedtasks.72
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:: 528–533
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.72/
DOI:
Bibkey:
Cite (ACL):: Eman Elrefai, Toka Khaled, and Ahmed Soliman. 2025. ThinkDrill at IslamicEval 2025 Shared Task: LLM Hybrid Approach for Qur’an and Hadith Question Answering. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 528–533, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: ThinkDrill at IslamicEval 2025 Shared Task: LLM Hybrid Approach for Qur’an and Hadith Question Answering (Elrefai et al., ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.72.pdf

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@inproceedings{elrefai-etal-2025-thinkdrill,
    title = "{T}hink{D}rill at {I}slamic{E}val 2025 Shared Task: {LLM} Hybrid Approach for Qur{'}an and {H}adith Question Answering",
    author = "Elrefai, Eman  and
      Khaled, Toka  and
      Soliman, Ahmed",
    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.72/",
    pages = "528--533",
    ISBN = "979-8-89176-356-2",
    abstract = ""
}

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%0 Conference Proceedings
%T ThinkDrill at IslamicEval 2025 Shared Task: LLM Hybrid Approach for Qur’an and Hadith Question Answering
%A Elrefai, Eman
%A Khaled, Toka
%A Soliman, Ahmed
%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 elrefai-etal-2025-thinkdrill
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.72/
%P 528-533

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Markdown (Informal)

[ThinkDrill at IslamicEval 2025 Shared Task: LLM Hybrid Approach for Qur’an and Hadith Question Answering](https://aclanthology.org/2025.arabicnlp-sharedtasks.72/) (Elrefai et al., ArabicNLP 2025)

ThinkDrill at IslamicEval 2025 Shared Task: LLM Hybrid Approach for Qur’an and Hadith Question Answering (Elrefai et al., ArabicNLP 2025)

ACL

Eman Elrefai, Toka Khaled, and Ahmed Soliman. 2025. ThinkDrill at IslamicEval 2025 Shared Task: LLM Hybrid Approach for Qur’an and Hadith Question Answering. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 528–533, Suzhou, China. Association for Computational Linguistics.