HUMAIN at IslamicEval 2025 Shared Task 1: A Three-Stage LLM-Based Pipeline for Detecting and Correcting Hallucinations in Quran and Hadith

Arwa Omayrah; Sakhar Alkhereyf; Ahmed Abdelali; Abdulmohsen Al-Thubaity; Jeril Kuriakose; Ibrahim AbdulMajeed

HUMAIN at IslamicEval 2025 Shared Task 1: A Three-Stage LLM-Based Pipeline for Detecting and Correcting Hallucinations in Quran and Hadith

Arwa Omayrah, Sakhar Alkhereyf, Ahmed Abdelali, Abdulmohsen Al-Thubaity, Jeril Kuriakose, Ibrahim AbdulMajeed

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Anthology ID:: 2025.arabicnlp-sharedtasks.70
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:: 509–514
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.70/
DOI:
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Cite (ACL):: Arwa Omayrah, Sakhar Alkhereyf, Ahmed Abdelali, Abdulmohsen Al-Thubaity, Jeril Kuriakose, and Ibrahim AbdulMajeed. 2025. HUMAIN at IslamicEval 2025 Shared Task 1: A Three-Stage LLM-Based Pipeline for Detecting and Correcting Hallucinations in Quran and Hadith. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 509–514, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: HUMAIN at IslamicEval 2025 Shared Task 1: A Three-Stage LLM-Based Pipeline for Detecting and Correcting Hallucinations in Quran and Hadith (Omayrah et al., ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.70.pdf

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@inproceedings{omayrah-etal-2025-humain,
    title = "{HUMAIN} at {I}slamic{E}val 2025 Shared Task 1: A Three-Stage {LLM}-Based Pipeline for Detecting and Correcting Hallucinations in {Q}uran and {H}adith",
    author = "Omayrah, Arwa  and
      Alkhereyf, Sakhar  and
      Abdelali, Ahmed  and
      Al-Thubaity, Abdulmohsen  and
      Kuriakose, Jeril  and
      AbdulMajeed, Ibrahim",
    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.70/",
    pages = "509--514",
    ISBN = "979-8-89176-356-2",
    abstract = ""
}

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%0 Conference Proceedings
%T HUMAIN at IslamicEval 2025 Shared Task 1: A Three-Stage LLM-Based Pipeline for Detecting and Correcting Hallucinations in Quran and Hadith
%A Omayrah, Arwa
%A Alkhereyf, Sakhar
%A Abdelali, Ahmed
%A Al-Thubaity, Abdulmohsen
%A Kuriakose, Jeril
%A AbdulMajeed, Ibrahim
%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 omayrah-etal-2025-humain
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.70/
%P 509-514

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Markdown (Informal)

[HUMAIN at IslamicEval 2025 Shared Task 1: A Three-Stage LLM-Based Pipeline for Detecting and Correcting Hallucinations in Quran and Hadith](https://aclanthology.org/2025.arabicnlp-sharedtasks.70/) (Omayrah et al., ArabicNLP 2025)

HUMAIN at IslamicEval 2025 Shared Task 1: A Three-Stage LLM-Based Pipeline for Detecting and Correcting Hallucinations in Quran and Hadith (Omayrah et al., ArabicNLP 2025)

ACL

Arwa Omayrah, Sakhar Alkhereyf, Ahmed Abdelali, Abdulmohsen Al-Thubaity, Jeril Kuriakose, and Ibrahim AbdulMajeed. 2025. HUMAIN at IslamicEval 2025 Shared Task 1: A Three-Stage LLM-Based Pipeline for Detecting and Correcting Hallucinations in Quran and Hadith. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 509–514, Suzhou, China. Association for Computational Linguistics.