Modeling Beyond MOS: Quality Assessment Models Must Integrate Context, Reasoning, and Multimodality

Mohamed Amine Kerkouri, Marouane Tliba, Aladine Chetouani +2

This position paper argues that Mean Opinion Score (MOS), while historically foundational, is no longer sufficient as the sole supervisory signal for multimedia quality assessment…