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AraHealthQA 2025: The First Shared Task on Arabic Health Question Answering
Hassan Alhuzali, Walid Al-Eisawi, Muhammad Abdul-Mageed +9
We introduce AraHealthQA 2025, the Comprehensive Arabic Health Question Answering Shared Task, held in conjunction with ArabicNLP 2025 (co-located with EMNLP 2025). This shared tas…
From Words to Proverbs: Evaluating LLMs Linguistic and Cultural Competence in Saudi Dialects with Absher
Renad Al-Monef, Hassan Alhuzali, Nora Alturayeif +1
As large language models (LLMs) become increasingly central to Arabic NLP applications, evaluating their understanding of regional dialects and cultural nuances is essential, parti…
SaudiCulture: A Benchmark for Evaluating Large Language Models Cultural Competence within Saudi Arabia
Lama Ayash, Hassan Alhuzali, Ashwag Alasmari +1
Large Language Models (LLMs) have demonstrated remarkable capabilities in natural language processing; however, they often struggle to accurately capture and reflect cultural nuanc…
Evaluating the Effectiveness of the Foundational Models for Q&A Classification in Mental Health care
Hassan Alhuzali, Ashwag Alasmari
Pre-trained Language Models (PLMs) have the potential to transform mental health support by providing accessible and culturally sensitive resources. However, despite this potential…
MentalQA: An Annotated Arabic Corpus for Questions and Answers of Mental Healthcare
Hassan Alhuzali, Ashwag Alasmari, Hamad Alsaleh
Mental health disorders significantly impact people globally, regardless of background, education, or socioeconomic status. However, access to adequate care remains a challenge, pa…