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Samar Mohamed Magdy

4 accepted papers

2025

JAWAHER: A Multidialectal Dataset of Arabic Proverbs for LLM Benchmarking

NAACL 2025long

Recent advancements in instruction fine-tuning, alignment methods such as reinforcement learning from human feedback (RLHF), and optimization techniques like direct preference optimization (DPO), have significantly enhanced the adaptability of large language models (LLMs) to user preferences. Howeve…

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…

2024

Casablanca: Data and Models for Multidialectal Arabic Speech Recognition

EMNLP 2024main

In spite of the recent progress in speech processing, the majority of world languages and dialects remain uncovered. This situation only furthers an already wide technological divide, thereby hindering technological and socioeconomic inclusion. This challenge is largely due to the absence of dataset…

2024

Gazelle: An Instruction Dataset for Arabic Writing Assistance

EMNLP 2024finding

Writing has long been considered a hallmark of human intelligence and remains a pinnacle task for artificial intelligence (AI) due to the intricate cognitive processes involved. Recently, rapid advancements in generative AI, particularly through the development of Large Language Models (LLMs), have…

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