Said Aloud, Read Different: Cross-Modal Instability in Multimodal Models
Interspeech 2026Proceedings of Interspeech 2026

I'm a Master's student in Data Science at EPFL. Before that, I spent nearly four years as a Research Engineer at the Qatar Computing Research Institute (QCRI), where I led projects on multilingual knowledge editing, multilingual reasoning, simultaneous speech translation, and benchmarks for Arabic dialects and culture.
My research asks how large language models represent and use knowledge across languages and modalities, and where that breaks down. I've worked on interpreting the internals of language models, on editing what models know so the change carries across languages, and on hallucination and instability in vision-language and speech models. Much of this work focuses on Arabic and its dialects. My papers have appeared at ACL, EMNLP, COLING, EACL and Interspeech.
I hold a BE in Electrical and Computer Engineering from the American University of Beirut, where I graduated with distinction.

Where vision- and speech-language models fail across languages, modalities and cultures.
English↔Arabic and dialectal machine translation models used to generate training data for Fanar.

An open-source framework for benchmarking LLMs on any NLP task, in any language.

A toolkit for analyzing and interpreting what neurons and latent concepts in language models encode.

Benchmarks testing how well LLMs handle Arabic dialects and regional cultural knowledge.
Interspeech 2026Proceedings of Interspeech 2026
Findings of ACL 2026Findings of the Association for Computational Linguistics: ACL 2026
EMNLP 2025Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
COLING 2025Proceedings of the 31st International Conference on Computational Linguistics
ACL 2024Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
EMNLP 2023Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing
* Equal contribution