@proceedings{osact-2026-1,
    title = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.0/"
}
@inproceedings{hefny-abdelkader-2026-hidden,
    title = "Hidden Sentiments: The Impact of Low-level Adversarial Perturbations on {A}rabic Sentiment Analysis Services",
    author = "Hefny Abdelkader, Abdelrahman Hamada",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.1/",
    doi = "10.63317/3x52cptyrpkm",
    pages = "1--13"
}
@inproceedings{albaqawi-etal-2026-llm,
    title = "{LLM}-Based Financial Sentiment Analysis in {A}rabic: Evidence from Saudi Markets",
    author = "Albaqawi, Mona H.  and
      Albalkhi, Eman M.  and
      Albaiti, Joud A.  and
      Lopedoto, Enrico",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.2/",
    doi = "10.63317/3hsd9iyq472z",
    pages = "14--24"
}
@inproceedings{mubarak-al-moubayed-2026-translation,
    title = "Does Translation Preserve Sentiment? An Analysis of {A}rabic-{E}nglish Cross-Lingual Classification",
    author = "Mubarak, Nour Aldin Al  and
      Al Moubayed, Noura",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.3/",
    doi = "10.63317/2khexrk5s3bx",
    pages = "25--34"
}
@inproceedings{ibrahim-etal-2026-bigger,
    title = "When Bigger Isn{'}t Better: Evaluating {LLM}s for {A}rabic Sentiment Analysis",
    author = "Ibrahim, Mohamed  and
      Makki, Abdullah  and
      Barakat, Youssef  and
      Samy, Nour  and
      AlHumoud, Sarah",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.4/",
    doi = "10.63317/2kimof4u6y8x",
    pages = "35--39"
}
@inproceedings{nacar-etal-2026-gate,
    title = "{GATE}-Reranker: A Strong {A}rabic Cross-Encoder for Document Reranking",
    author = "Nacar, Omer  and
      Elshehy, Omar  and
      Zaytoon, Mohamed  and
      Al Jallad, Khloud",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.5/",
    doi = "10.63317/2y297wwcf77y",
    pages = "40--48"
}
@inproceedings{dahimi-etal-2026-foundation,
    title = "How Foundation Models Behave for {A}rabic Image Captioning?",
    author = "Dahimi, Khaoula  and
      Belabbaci, Amel  and
      Cherroun, Hadda  and
      Haouhat, Abdelhamid",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.6/",
    doi = "10.63317/3bhwcpon3fv5",
    pages = "49--58"
}
@inproceedings{huang-asiri-2026-alignar,
    title = "{A}lign{AR}: Generative Sentence Alignment for {A}rabic{--}{E}nglish Parallel Corpora of Legal and Literary Texts",
    author = "Huang, Baorong  and
      Asiri, Ali",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.7/",
    doi = "10.63317/2c9daup5j4k7",
    pages = "59--65"
}
@inproceedings{dahou-cheragui-2026-helpful,
    title = "Helpful or Harmful? The Dual Role of Linguistic Features in {LLM}-Based Dialectal Machine Translation",
    author = "Dahou, Abdelhalim Hafedh  and
      Cheragui, Mohamed Amine",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.8/",
    doi = "10.63317/5dpmbr8bbedw",
    pages = "66--75"
}
@inproceedings{sibaee-etal-2026-ascat,
    title = "{ASCAT}: {A}rabic Scientific Benchmark for Advanced Translation Evaluation",
    author = "Sibaee, Serry  and
      Al Jallad, Khloud  and
      Yousfi, Zineb  and
      Elhosiny, Israa  and
      Yousra El-Ghawi, Yousra  and
      Balah, Batool  and
      Nacar, Omer",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.9/",
    doi = "10.63317/3328e5bk8rrs",
    pages = "76--80"
}
@inproceedings{al-khalifa-2026-sheinfer,
    title = "{SHEIN}fer: Implicit Product Category Inference from {A}rabic {E}-commerce Reviews",
    author = "Al-Khalifa, Hend",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.10/",
    doi = "10.63317/4t8cfnk4ki9a",
    pages = "81--87"
}
@inproceedings{qandos-etal-2026-najd,
    title = "{NAJD}-{MT}: High-Fidelity Saudi Najdi{--}{E}nglish Training Data for Bidirectional Neural Machine Translation",
    author = "Qandos, Nour  and
      Ahmed, Samar Essa  and
      Nacar, Omer  and
      Alrabghi, Ahmad  and
      Al Hallay, Rahaf Saeed  and
      Hamod, Aya  and
      Alsuhaim, Shaden",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.11/",
    doi = "10.63317/27nkwba8nvda",
    pages = "88--93"
}
@inproceedings{farouk-zakaria-elshabrawy-etal-2026-parsing,
    title = "Parsing {A}rabic Dialects Revisited: New Benchmarks, Models, and Insights",
    author = "Farouk Zakaria Elshabrawy, Ahmed  and
      Inoue, Go  and
      AbuOdeh, Muhammed  and
      Habash, Nizar",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.12/",
    doi = "10.63317/3eyeu3k726ab",
    pages = "94--105"
}
@inproceedings{alenezi-salman-2026-llm,
    title = "On {LLM} Prompting Techniques for {A}rabic Language Arithmetic Reasoning",
    author = "Alenezi, Reem  and
      Salman, Ayed Atallah",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.13/",
    doi = "10.63317/52s6fyvjghcs",
    pages = "106--114"
}
@inproceedings{dekmak-etal-2026-dia2,
    title = "{DIA}2 - a Comprehensive and Diverse Diacritized {A}rabic Corpus for {NLP} Research",
    author = "Dekmak, Fatima  and
      Elbassuoni, Shady  and
      Shaban, Khaled  and
      Hajj, Hazem  and
      El-Hajj, Wassim  and
      Abu Adla, Yasmine  and
      Alabrash, Buthaina",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.14/",
    doi = "10.63317/3k2m7vtzunuk",
    pages = "115--130"
}
@inproceedings{saidi-etal-2026-cv,
    title = "{CV}-18 {NER}: Augmented Common Voice for Named Entity Recognition from {A}rabic Speech",
    author = "Saidi, Youssef  and
      Elleuch, Haroun  and
      Bougares, Fethi",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.15/",
    doi = "10.63317/3ayuttvcg6vu",
    pages = "131--140"
}
@inproceedings{almasoud-etal-2026-arhaha,
    title = "{ARHAHA} 2026: The Shared Task on {A}rabic Humor Automatic Generation",
    author = "Almasoud, Ameera Masoud  and
      Al-Khalifa, Hend  and
      Alqifari, Reem Fahad  and
      Alangari, Nourah  and
      Albahlal, Manal M.",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.16/",
    doi = "10.63317/4hh2u3dppb58",
    pages = "141--150"
}
@inproceedings{alqifari-etal-2026-adabeval,
    title = "The {A}dab{E}val 2026 Shared Task on {A}rabic Politeness Detection",
    author = "Alqifari, Reem Fahad  and
      Al-Khalifa, Hend  and
      Ghezaiel, Nadia  and
      Bounnit, Maria  and
      Alhazmi, Hend Hamed  and
      Almasoud, Ameera Masoud  and
      Al-Ghamdi, Sharefah Ahmed  and
      Alfear, Noof Abdullah",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.17/",
    doi = "10.63317/3sbqjqbib67c",
    pages = "151--156"
}
@inproceedings{alfattni-kurdi-2026-ghad,
    title = "{GHAD} {NLP} at {A}dab{E}val2026: Transformer-Based Approach for {A}rabic Politeness and Pragmatic Category Classification",
    author = "Alfattni, Ghada  and
      Kurdi, Ghader",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.18/",
    doi = "10.63317/4k9uztg6j9jr",
    pages = "157--164"
}
@inproceedings{andriyanova-almaamary-2026-moska,
    title = "{MOSKA}-{NLP} at {A}dab{E}val 2026: Feature-Enriched Ensembling for {A}rabic Politeness Detection",
    author = "Andriyanova-Almaamary, Nina A.",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.19/",
    doi = "10.63317/56vfmbyh3fsv",
    pages = "165--173"
}
@inproceedings{zwawi-wu-2026-shu,
    title = "{SHU} at {A}dab{E}val 2026: Category-Aware Fine-Tuning of {MARBERT} for {A}rabic Politeness and Pragmatic Function Classification",
    author = "Zwawi, Alla  and
      Wu, Stephen",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.20/",
    doi = "10.63317/5csq27bytjtc",
    pages = "174--178"
}
@inproceedings{ben-arbia-etal-2026-comparative,
    title = "Comparative Study of Machine Learning and Transformer-Based Approaches for {A}rabic Politeness Detection at {A}dab{E}val 2026",
    author = "Ben Arbia, Mariem  and
      Ben Amor, Ghada  and
      Trigui, Omar",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.21/",
    doi = "10.63317/2vdvaesuziyj",
    pages = "179--184"
}
@inproceedings{alturki-2026-adabeval,
    title = "{A}dab{E}val 2026 Task {B} : Multi-Label Classification of {A}rabic Politeness Criteria in Social Media Media",
    author = "Alturki, Rand Abdullah",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.22/",
    doi = "10.63317/32uwkkvvdfq6",
    pages = "185--190"
}
@inproceedings{bouchekif-etal-2026-qias,
    title = "{QIAS} 2026: Overview of the Shared Task on Islamic Inheritance Reasoning",
    author = "Bouchekif, Abdessalam  and
      Eltanbouly, Somaya  and
      Gaben, Shahd  and
      Ghaly, Mohammed  and
      Rashwani, Samer  and
      Emad, MOHAMED  and
      Sbahi, Heba",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.23/",
    doi = "10.63317/55e9fi9ftwnm",
    pages = "191--198"
}
@inproceedings{alsmadi-2026-qu,
    title = "{QU}-{NLP} at {QIAS} 2026: Multi-Stage {QL}o{RA} Fine-Tuning for {A}rabic Islamic Inheritance Reasoning",
    author = "ALSmadi, Mohammad",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.24/",
    doi = "10.63317/2xw2ocj47xav",
    pages = "199--203"
}
@inproceedings{mohammed-bouchekif-2026-psl,
    title = "{PSL} at {QIAS} 2026: Which Models Perform Better in {A}rabic Inheritance Reasoning?",
    author = "Mohammed, amine  and
      Bouchekif, Chahinez",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.25/",
    doi = "10.63317/3q67jok59yam",
    pages = "204--208"
}
@inproceedings{sidaoui-2026-ags,
    title = "{AGS}-{KSU} at {QIAS} 2026: A Comparative Study of Prompting and {LLM} Approaches for Structured Islamic Inheritance Reasoning",
    author = "Sidaoui, Hicham Ghazi",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.26/",
    doi = "10.63317/2irfqjkfpyyn",
    pages = "209--212"
}
@inproceedings{kurdi-etal-2026-silah,
    title = "Silah at {QIAS} 2026: Fine-Tuning vs. Retrieval-Augmented Generation for Islamic Inheritance Reasoning",
    author = "Kurdi, Ghader  and
      Justanieah, Hanan  and
      Justanieah, Hala",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.27/",
    doi = "10.63317/4iyrxakdovsm",
    pages = "213--219"
}
@inproceedings{al-wazrah-etal-2026-ksaa,
    title = "{KSAA}-2026 Shared Task on {A}rabic Speech Dictation with Automatic Diacritization",
    author = "Al Wazrah, Asma Ali  and
      Alshammari, Waad  and
      Almatham, Rawan  and
      Al-rasheed, Raghad  and
      Altamimi, Afrah Abdulaziz  and
      Marew, Rufael  and
      Alqahtani, Sawsan  and
      Aldarmaki, Hanan  and
      Alharbi, Abdullah I.  and
      Alshehri, Abdulrahman Saeed  and
      Assar, Mohamed  and
      Almazrua, Amal  and
      Alosaimy, Abdulrahman",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.28/",
    doi = "10.63317/33hmmyfpg7mx",
    pages = "220--224"
}
@inproceedings{alamr-etal-2026-thaka,
    title = "Thaka at {KSAA}-2026 Task 2: Regularized Fine-Tuning for {A}rabic Speech Diacritization",
    author = "Alamr, Meshal Abdullah  and
      Alqaeri, Hassan Rshed  and
      Aldahlawi, Abdullah",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.29/",
    doi = "10.63317/4iat33d2ge52",
    pages = "225--228"
}
@inproceedings{esmaeil-etal-2026-tantaarabnlp,
    title = "{T}anta{A}rab{NLP} at {KSAA}-2026 Task 2: Adapting {CATT}-Whisper for {A}rabic Speech Dictation with Automatic Diacritization",
    author = "Esmaeil, Nada Adel  and
      Elbasiony, Reda M.  and
      Faheem, Mohamed T.",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.30/",
    doi = "10.63317/46cm97fcekow",
    pages = "229--233"
}
@inproceedings{barmandah-etal-2026-fine,
    title = "Fine-Tashkeel at {KSAA}-2026: A Comprehensive Evaluation of {S}eq2{S}eq and Multimodal Approaches for Automatic Diacritization of {A}rabic Speech Dictation",
    author = "Barmandah, Hassan  and
      Eldin, Fatimah Emad  and
      Nacar, Omer  and
      Alzubaidi, Wareef",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.31/",
    doi = "10.63317/4rgtj4c7thyj",
    pages = "234--246"
}
@inproceedings{abu-horaira-chowdhury-2026-eraserhead,
    title = "Eraserhead at {OSACT}7 Shared Task: {ASR} Consistency Filtering and Speaker-Adaptive Post-Processing for {A}rabic Speech Diacritization",
    author = "Abu Horaira, Muhammad  and
      Chowdhury, Nahian",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.32/",
    doi = "10.63317/4x2nvon8vija",
    pages = "247--251"
}
@inproceedings{alharthi-etal-2026-abjad,
    title = "Abjad {AI} at {KSAA}-2026 Shared Task 2: Grouped Speech Conditioning for {A}rabic Diacritization",
    author = "Alharthi, Naif Saad  and
      Ghannam, Ahmad  and
      Alasmary, Faris  and
      Al Tabash, Kholood  and
      Sadah, Shouq  and
      Ghouti, Lahouari",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.33/",
    doi = "10.63317/4t229uhjkkot",
    pages = "252--255"
}
@inproceedings{ezzini-etal-2026-arasenteval,
    title = "{A}ra{S}ent{E}val 2026: A Shared Task on Sentiment Analysis and Swapping in {A}rabic",
    author = "Ezzini, Saad  and
      Abudalfa, Shadi  and
      Alharbi, Maram I.  and
      Chafik, Salmane  and
      Luqman, Hamzah  and
      El-Haj, Mo  and
      Rayson, Paul  and
      Alotaibi, Reem",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.34/",
    doi = "10.63317/5ntazbi8wzad",
    pages = "256--261"
}
@inproceedings{abusaleh-etal-2026-ttlab,
    title = "{TTL}ab at {A}ra{S}ent{E}val: {SARF}( صرف) Sentiment Analysis via Root-based Fusion for Multi-Dialectal {A}rabic",
    author = "Abusaleh, Ali  and
      Verma, Bhuvanesh  and
      Mehler, Alexander",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.35/",
    doi = "10.63317/4wj6s3ys5osk",
    pages = "262--268"
}
@inproceedings{hamdy-etal-2026-comparative,
    title = "A Comparative Study of {A}rabic Sentiment Swap Models for {A}ra{S}ent{E}val 2026",
    author = "Hamdy, Yumna  and
      ElDamhougy, Mohab  and
      Eid, Yomna  and
      Hussein, Ensaf",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.36/",
    doi = "10.63317/5effrrzp6ew2",
    pages = "269--273"
}
@inproceedings{benlahbib-etal-2026-l3ia,
    title = "{L}3{IA} at {A}ra{S}ent{E}val 2026 Subtask 2: {LLM}-Based Multi-Step Pipeline for {A}rabic Sentiment Swap",
    author = "Benlahbib, Abdessamad  and
      Alami, Hamza  and
      M{'}haouach, Mohamed  and
      Elyoussoufi, Kaouthar",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.37/",
    doi = "10.63317/4wtc4onqmfgo",
    pages = "274--277"
}
@inproceedings{abdelaziz-etal-2026-casbai,
    title = "{C}asb{AI} at {A}ra{S}ent{E}val 2026: Robust Dialectal {A}rabic Sentiment Classification via Multi-Seed Ensembling and Data Augmentation.",
    author = "Abdelaziz, Chaima  and
      Saadaoui, KahinaHouda  and
      BELBACHIR, Faiza  and
      Said Lhadj, Lynda",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.38/",
    doi = "10.63317/32cq3gywnhjs",
    pages = "278--283"
}
@inproceedings{mhaouach-etal-2026-bdsi,
    title = "{BDSI} at {A}ra{S}ent{E}val Shared Task : A Multi-Transformer Contrastive Learning for {A}rabic Dialect Sentiment Analysis",
    author = "M{'}haouach, Mohamed  and
      Elyoussoufi, Kaouthar  and
      Benlahbib, Abdessamad  and
      Alami, Hamza",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.39/",
    doi = "10.63317/4prectoefpgj",
    pages = "284--287"
}
@inproceedings{bichi-yassine-2026-codezone,
    title = "Codezone Research Group at {A}ra{S}ent{E}val Shared Task: {A}rabic Sentiment Swap beyond Negation Prepending, Benchmarking Multilingual T5 against Large Language Models on the {MA}'{AKS} Corpus",
    author = "Bichi, Abdulkadir Shehu  and
      Yassine, Sarah",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.40/",
    doi = "10.63317/2qp7m87fbeti",
    pages = "288--291"
}
@inproceedings{mhaouach-etal-2026-l3ia,
    title = "{L}3{IA}-Subtask 1 at {A}ra{S}ent{E}val Shared Task: Multi-Dialect {A}rabic Sentiment Classification via a Transformer-Based Approach",
    author = "M{'}haouach, Mohamed  and
      Elyoussoufi, Kaouthar  and
      Alami, Hamza  and
      Benlahbib, Abdessamad",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.41/",
    doi = "10.63317/4tdk6bsmy4dj",
    pages = "292--295"
}
@inproceedings{nwesri-etal-2026-university,
    title = "University of Tripoli at {A}ra{S}ent{E}val: Fine-Tuning {MARBERT}v2 and {CAMELBERT} for Multi-Dialect {A}rabic Sentiment Analysis",
    author = "Nwesri, Abdusalam F. Ahmad  and
      Sharif, Amani Bahlul  and
      Hmeid, Sarah Farag S.",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.42/",
    doi = "10.63317/3zunt9qnt2i4",
    pages = "296--301"
}
@inproceedings{alshahrani-etal-2026-linguarabic,
    title = "{L}ingu{A}rabic at {A}ra{S}ent{E}val 2026: {MARBERT} for Multi-Dialect {A}rabic Sentiment Analysis",
    author = "Alshahrani, Norah Saud  and
      Al-Qarni, Elham Abdullah  and
      Alshomrani, Shatha Hussan",
    editor = "Al-Khalifa, Hend  and
      El-Haj, Mo  and
      Ezzini, Saad",
    booktitle = "The 7th Workshop on Open-Source {A}rabic Corpora and Processing Tools ({OSACT}7) with 5 Shared Tasks",
    month = may,
    year = "2026",
    address = "Palma, Mallorca (Spain)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.osact-1.43/",
    doi = "10.63317/2gbi3ds9jzqm",
    pages = "302--305"
}