Alyah ⭐️: Toward Robust Evaluation of Emirati Dialect Capabilities in Arabic LLMs

Focusing on dialect nuance is a distraction from core LLM capability. You are spending compute on localized tuning that yields negligible performance gains for general tasks. Robust evaluation means testing system constraints, not linguistic fidelity. Stop measuring dialect quality; measure how the model handles complex, cross-domain constraints.