... a comprehensive review of deep learning-based MOS models, with a focus on efficient model design techniques. We summarize a variety of MOS datasets, and conduct a thorough review of segmentation accuracy metrics and model efficiency metrics. Most importantly, we compare the performance of efficient MOS models...