Author

Ali Ezzat Shahroor

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Preprint Aug 2026

ProBel: Propaganda Detection with Techniques, Spans, and Explanations

Propaganda detection includes several related prediction levels, ranging from sentence-level decisions to technique classification and span identification. However, it remains unclear how supervision at these levels interacts when learned jointly across Arabic and English. We present ProBel, an Arabic and English resou...

Mohamed Bayan Kmainasi, Ali Ezzat Shahroor, Elisa Sartori et al. · 0 citations

#artificial intelligence Preprint Sep 2026

ArGuard Shared Task: Harmful Content Detection in Arabic Memes and LLM Prompts

Fine-grained meme classification in A2 was the most challenging setting, partly due to sparse labels and train-test distribution shifts, partly due to sparse labels and train-test distribution shifts.

Firoj Alam, Masudul Biswas, Mohamed Bayan Kmainasi et al. · 0 citations

#artificial intelligence Jan 2026

MemeLens: Multilingual Multitask VLMs for Memes

It is suggested that robust meme understanding requires multimodal training, varies substantially across semantic categories, and remains sensitive to over-specialization when models are fine-tuned on individual datasets rather than trained in a unified setting.

Ali Ezzat Shahroor, Mohamed Bayan Kmainasi, A. Hasnat et al. · arXiv.org · 5 citations