Wadii Boulila
Author directory2026
GATE: General Arabic Text Embedding for Enhanced Semantic Textual Similarity with Matryoshka Representation Learning and Hybrid Loss Training
Omer Nacar | Anis Koubaa | Serry Sibaee | Yasser Alhabashi | Adel Ammar | Wadii Boulila
Findings of the Association for Computational Linguistics: EMNLP 2026
Omer Nacar | Anis Koubaa | Serry Sibaee | Yasser Alhabashi | Adel Ammar | Wadii Boulila
Findings of the Association for Computational Linguistics: EMNLP 2026
Semantic textual similarity (STS) is central to retrieval, clustering, and semantic understanding, yet Arabic remains underserved by high-quality sentence-embedding models and evaluation resources. We introduce GATE, a compact family of Arabic sentence embedding models and a controlled study of Arabic-specific backbones, contrastive Matryoshka Representation Learning, dimensional truncation, and hybrid STS-NLI supervision. We evaluate the resulting models across Arabic semantic similarity, NLI, pair classification, sentence classification, clustering, retrieval, reranking, and dialectal semantic relatedness, against strong multilingual baselines including BGE-M3, Arctic-Embed-v2, and Qwen3-Embedding. Despite their 135M-parameter scale, GATE-family models are competitive with substantially larger multilingual encoders and achieve strong results on several native-Arabic semantic tasks. A three-annotator audit further finds high Arabic surface adequacy and 84.2% majority relation preservation for the translated supervision. The released checkpoints, data resources, and experimental artifacts support reproducible Arabic embedding research.
2025
ANLPers at AraGenEval Shared Task: Descriptive Author Tokens for Transparent Arabic Authorship Style Transfer
Omer Nacar | Mahmoud Reda | Serry Sibaee | Yasser Alhabashi | Adel Ammar | Wadii Boulila
Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
Omer Nacar | Mahmoud Reda | Serry Sibaee | Yasser Alhabashi | Adel Ammar | Wadii Boulila
Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
ANLPers at MAHED2025: From Hate to Hope: Boosting Arabic Text Classification
Yasser Alhabashi | Serry Sibaee | Omer Nacar | Adel Ammar | Wadii Boulila
Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
Yasser Alhabashi | Serry Sibaee | Omer Nacar | Adel Ammar | Wadii Boulila
Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
ANPLers at IqraEval Shared task: Adapting Whisper-large-v3 as Speech-to-Phoneme for Qur’anic Recitation Mispronunciation Detection
Nour Qandos | Serry Sibaee | Samar Ahmad | Omer Nacar | Adel Ammar | Wadii Boulila | Yasser Alhabashi
Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
Nour Qandos | Serry Sibaee | Samar Ahmad | Omer Nacar | Adel Ammar | Wadii Boulila | Yasser Alhabashi
Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks