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Enemray: Toward Capable Language Models for Hassaniya

arXiv · AI, language, vision and robotics · article · Sep 13, 2026 · UTC

We introduce Enemray, a Hassaniya-centric language model that enables general-purpose interaction in Hassaniya. Enemray is trained around a stability--plasticity objective: acquire strong Hassaniya linguistic and cultural competence while preserving the general reasoning, multilingual, instruction-following, and safety behaviors of a capable instruction-tuned model. The development pipeline separates language acquisition from behavioral specialization. A separately assembled continual-pretraining corpus provides broad exposure to natural Hassaniya and Mauritanian text; layer-selective continua

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First collected: 2026-09-20T12:21:05.240Z. This is not the publication date.