mucAI at BAREC Shared Task 2025: Towards Uncertainty Aware Arabic Readability Assessment

Ahmed Abdou

We present a simple, model-agnostic post-processing technique for fine-grained Arabic readability classification in the BAREC 2025 Shared Task (19 ordinal levels). Our method appli…