Music Generation2023en

MusicCaps

Music generation evaluated on 5.5K expert-annotated music clips

Current State of the Art

MusicLM

Google

4

fad

MusicCaps — fad

3 results · 1 SOTA advances · lower is better

All results
SOTA frontier
1234520262027fadNoise2Music

Top Models Performance Comparison

Top 3 models ranked by fad

fad1MusicLM4.0100.0%2MusicGen Large3.895.0%3Noise2Music2.153.3%0%25%50%75%100%% of best
Best Score
4.0
Top Model
MusicLM
Models Compared
3
Score Range
1.9

fadPrimary

#ModelScorePaper / CodeDate
1
MusicLM
Google		4
editorial
Apr 2026
2
MusicGen LargeOpen Source
Meta AI		3.8
editorial
Apr 2026
3
Noise2Music
Google		2.134
editorial
Apr 2026