The VoiceMOS Challenge 2024 extends beyond traditional speech quality assessment tasks by targeting human-like perceptual evaluation of naturalness, expressiveness, and speaker similarity. It introduces a new large-scale corpus, refined evaluation metrics, and a benchmark for advancing automatic MOS prediction systems.