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=== Limitations in Advanced Applications === As technology advances, particularly in AI-generated content, traditional MOS evaluation faces new challenges: '''Ceiling Effects''': When synthetic speech approaches human quality, MOS becomes less discriminative, with most systems scoring in the 4.0-4.5 range where small differences may not be statistically significant. '''Missing Dimensions''': MOS provides only an overall quality rating and may miss specific aspects like speaker similarity, emotional expression, or intelligibility of specific linguistic phenomena. '''Cultural and Linguistic Bias''': MOS scores can vary based on evaluator demographics, language background, and cultural factors, potentially limiting generalizability across diverse user populations.
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