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Workshop on Open-Source Arabic Corpora and Processing Tools (OSACT) with Shared Tasks on Arabic LLMs Hallucination and Dialect to MSA Machine Translation @ LREC-COLING 2026 — accepted papers

Workshop on Open-Source Arabic Corpora and Processing Tools (OSACT) with Shared Tasks on Arabic LLMs Hallucination and Dialect to MSA Machine Translation @ LREC-COLING 2026 is the 2026 edition of the Workshop on Open-Source Arabic Corpora and Processing Tools (OSACT) with Shared Tasks on Arabic LLMs Hallucination and Dialect to MSA Machine Translation @ LREC-COLING, held in Palma, Mallorca (Spain), May 2026 (publisher: European Language Resources Association (ELRA)). The ACL Anthology lists 43 papers of it; our library holds 3 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

 43papers in the proceedings 3works in our library 0citations of these works Palma, Mallorca (Spain)where it was held May 2026when

All accepted papers (43)

The most cited first; 3 with our summary link to their page here, the others to the original.

  1. A Comparative Study of Arabic Sentiment Swap Models for AraSentEval 2026 ↗Yumna Hamdy, Mohab ElDamhougy, Yomna Eid et al.
  2. AGS-KSU at QIAS 2026: A Comparative Study of Prompting and LLM Approaches for Structured Islamic Inheritance Reasoning ↗Hicham Ghazi Sidaoui
  3. ARHAHA 2026: The Shared Task on Arabic Humor Automatic Generation ↗Ameera Masoud Almasoud, Hend Al-Khalifa, Reem Fahad Alqifari et al.
  4. ASCAT: Arabic Scientific Benchmark for Advanced Translation EvaluationSerry Sibaee, Khloud Al Jallad, Zineb Yousfi et al.our summary
  5. Abjad AI at KSAA-2026 Shared Task 2: Grouped Speech Conditioning for Arabic Diacritization ↗Naif Saad Alharthi, Ahmad Ghannam, Faris Alasmary et al.
  6. AdabEval 2026 Task B : Multi-Label Classification of Arabic Politeness Criteria in Social Media Media ↗Rand Abdullah Alturki
  7. AlignAR: Generative Sentence Alignment for Arabic–English Parallel Corpora of Legal and Literary Texts ↗Baorong Huang, Ali Asiri
  8. AraSentEval 2026: A Shared Task on Sentiment Analysis and Swapping in Arabic ↗Saad Ezzini, Shadi Abudalfa, Maram I. Alharbi et al.
  9. BDSI at AraSentEval Shared Task : A Multi-Transformer Contrastive Learning for Arabic Dialect Sentiment Analysis ↗Mohamed M'haouach, Kaouthar Elyoussoufi, Abdessamad Benlahbib et al.
  10. CV-18 NER: Augmented Common Voice for Named Entity Recognition from Arabic Speech ↗Youssef Saidi, Haroun Elleuch, Fethi Bougares
  11. CasbAI at AraSentEval 2026: Robust Dialectal Arabic Sentiment Classification via Multi-Seed Ensembling and Data Augmentation. ↗Chaima Abdelaziz, KahinaHouda Saadaoui, Faiza BELBACHIR et al.
  12. Codezone Research Group at AraSentEval Shared Task: Arabic Sentiment Swap beyond Negation Prepending, Benchmarking Multilingual T5 against Large Language Models on the MA'AKS Corpus ↗Abdulkadir Shehu Bichi, Sarah Yassine
  13. Comparative Study of Machine Learning and Transformer-Based Approaches for Arabic Politeness Detection at AdabEval 2026 ↗Mariem Ben Arbia, Ghada Ben Amor, Houssem Safi et al.
  14. DIA2 - a Comprehensive and Diverse Diacritized Arabic Corpus for NLP Research ↗Fatima Dekmak, Shady Elbassuoni, Khaled Shaban et al.
  15. Does Translation Preserve Sentiment? An Analysis of Arabic-English Cross-Lingual Classification ↗Nour Aldin Al Mubarak, Noura Al Moubayed
  16. Eraserhead at OSACT7 Shared Task: ASR Consistency Filtering and Speaker-Adaptive Post-Processing for Arabic Speech Diacritization ↗Muhammad Abu Horaira, Nahian Chowdhury
  17. Fine-Tashkeel at KSAA-2026: A Comprehensive Evaluation of Seq2Seq and Multimodal Approaches for Automatic Diacritization of Arabic Speech Dictation ↗Hassan Barmandah, Fatimah Emad Eldin, Omer Nacar et al.
  18. GATE-Reranker: A Strong Arabic Cross-Encoder for Document Reranking ↗Omer Nacar, Omar Elshehy, Mohamed Zaytoon et al.
  19. GHAD NLP at AdabEval2026: Transformer-Based Approach for Arabic Politeness and Pragmatic Category ClassificationGhada Alfattni, Ghader Kurdiour summary
  20. Helpful or Harmful? The Dual Role of Linguistic Features in LLM-Based Dialectal Machine Translation ↗Abdelhalim Hafedh Dahou, Mohamed Amine Cheragui
  21. Hidden Sentiments: The Impact of Low-level Adversarial Perturbations on Arabic Sentiment Analysis Services ↗Abdelrahman Hamada Hefny Abdelkader
  22. How Foundation Models Behave for Arabic Image Captioning? ↗Khaoula Dahimi, Amel Belabbaci, Hadda Cherroun et al.
  23. KSAA-2026 Shared Task on Arabic Speech Dictation with Automatic Diacritization ↗Asma Ali Al Wazrah, Waad Alshammari, Rawan Almatham et al.
  24. L3IA at AraSentEval 2026 Subtask 2: LLM-Based Multi-Step Pipeline for Arabic Sentiment Swap ↗Abdessamad Benlahbib, Hamza Alami, Mohamed M'haouach et al.
  25. L3IA-Subtask 1 at AraSentEval Shared Task: Multi-Dialect Arabic Sentiment Classification via a Transformer-Based Approach ↗Mohamed M'haouach, Kaouthar Elyoussoufi, Hamza Alami et al.

See all 43 papers in Workshop on Open-Source Arabic Corpora and Processing Tools (OSACT) with Shared Tasks on Arabic LLMs Hallucination and Dialect to MSA Machine Translation @ LREC-COLING 2026 — accepted papers →

 Papers with our summary in our library (3)

The most cited first (OpenAlex citations plus our library's).

  1. Parsing Arabic Dialects Revisited: New Benchmarks, Models, and InsightsAhmed Farouk Zakaria Elshabrawy, Go Inoue, Muhammed AbuOdeh, et al.2026
  2. GHAD NLP at AdabEval2026: Transformer-Based Approach for Arabic Politeness and Pragmatic Category ClassificationWorkshop on Open-Source Arabic Corpora and Processing Tools (OSACT) with Shared Tasks on Arabic LLMs Hallucination and Dialect to MSA Machine Translation @ LREC-COLINGGhada Alfattni, Ghader Kurdi2026
  3. ASCAT: Arabic Scientific Benchmark for Advanced Translation EvaluationWorkshop on Open-Source Arabic Corpora and Processing Tools (OSACT) with Shared Tasks on Arabic LLMs Hallucination and Dialect to MSA Machine Translation @ LREC-COLINGSerry Sibaee, Khloud Al Jallad, Zineb Yousfi, et al.2026

 Top topics

Topics of its works in our library, with the number of works on each.

Semitic languages (3)Evaluation & benchmarks (2)Machine translation (1)

 Fields

Arts and Humanities (3)Computer Science (3)

 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🧑‍🔬Batool Najeh Balah1 work here🧑‍🔬Go Inoue1 work here🧑‍🔬Israa Elsayed Elhosiny1 work here🧑‍🔬Khloud Al Jallad1 work here🧑‍🔬Muhammed AbuOdeh1 work here🧑‍🔬Nizar Habash1 work here🧑‍🔬Omer Nacar1 work here🧑‍🔬Serry Sibaee1 work here🧑‍🔬Zineb Yousfi1 work here

 Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓New York University Abu DhabiAbu Dhabi · United Arab Emirates1 work here🎓Prince Sultan UniversityRiyadh · Saudi Arabia1 work here🎓Umm al-Qura UniversityMakkah al Mukarramah · Saudi Arabia1 work here🎓Mohamed bin Zayed University of Artificial IntelligenceAbu Dhabi · United Arab Emirates1 work here🎓Tuwaiq AcademyRiyadh · Saudi Arabia1 work here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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