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Hanin Atwany

3 accepted papers

2025

Lost in Transcription, Found in Distribution Shift: Demystifying Hallucination in Speech Foundation Models

ACL 2025finding

Speech foundation models trained at a massive scale, both in terms of model and data size, result in robust systems capable of performing multiple speech tasks, including automatic speech recognition (ASR). These models transcend language and domain barriers, yet effectively measuring their performa…

2025

Palm: A Culturally Inclusive and Linguistically Diverse Dataset for Arabic LLMs

ACL 2025long

As large language models (LLMs) become increasingly integrated into daily life, ensuring their cultural sensitivity and inclusivity is paramount. We introduce PALM, a year-long community-driven project covering all 22 Arab countries. The dataset contains instruction–response pairs in both Modern Sta…