Farah E. Shamout
6 papers · 2021–2026 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot Β· Bronze
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Academic Marathon Β· Sprint
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Interdisciplinary Bridge Β· Bronze
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Research topics
Keywords
large language model
(2)
multilingual nlp
(1)
question answering
(1)
multi-label classification
(1)
visual representation
(1)
medical image classification
(1)
medical nlp
(1)
semantic embedding
(1)
benchmark dataset
(1)
bias mitigation
(1)
multimodal fusion
(1)
chest x-ray
(1)
mortality prediction
(1)
generalized zero-shot learning
(1)
arabic language
(1)
mental health
(1)
multilingual capabilities
(1)
cross-lingual evaluation
(1)
chest radiograph
(1)
state-of-the-art llm
(1)
Papers
Cross-Lingual Empirical Evaluation of Large Language Models for Arabic Medical Tasks
EACL 2026
AraHealthQA 2025: The First Shared Task on Arabic Health Question Answering
EMNLP 2025
MedArabiQ: Benchmarking Large Language Models on Arabic Medical Tasks
MLHC 2025
MedPatch: Confidence-Guided Multi-Stage Fusion for Multimodal Clinical Data
MLHC 2025
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images
MLHC 2022
Multi-Label Generalized Zero Shot Learning for the Classification of Disease in Chest Radiographs
MLHC 2021