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Does an 8th-century numerical encoding leave a detectable signature in transformer attention? Classical Arabic vocabulary on a fitted Poincaré disk, with pre-registered nulls and a Hebrew control. Arabic NLP × computational philology × interpretability.
BAREC-ST-2026. The Second Shared Task on Sentence-level Readability Assessment (Open Track): An NLP competition on fine-grained Arabic readability classification across 19 levels.
Arabic stance detection system for StanceEval-2026 on Mawqif-v2, combining fine-tuned Arabic encoders, retrieval-augmented few-shot LLMs, LoRA adapters, and a per-class stacking ensemble for seen and unseen target evaluation.