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Aesthetic Evaluation on SongEval (Coherence, Musicality, Memorability, Clarity, Naturalness)

3.941CoherenceSongEcho
2.872923.150213.42753.70479Feb 23, 2026

Evaluation results

MethodLinks
SongEcho2026.023.9413.6983.8343.683.59
ACE-Step2026.023.3893.1493.2543.183.059
SA ControlNet2026.023.3173.0613.1313.0722.953
MuseControlLite2026.022.9142.6862.7052.6482.617