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ResearchFormerly WizWand

Musicality Evaluation on MusicEval (test)

0.8266SRCCCMI-RM
0.0468080.2492540.45170.654146Feb 28, 2026Mar 17, 2026Apr 4, 2026Apr 22, 2026May 10, 2026May 28, 2026Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CMI-RMfine-tuned=true, training_variant=CMI + MusicEval2026.020.82660.81950.6459
CMI-RMTrain Inputs=TLRA, Train Data=+110K pseudo, Encoder=MuQ-MuLan2026.060.8266——
MuQ-Eval-A1Train Inputs=A, Train Data=2-axis MOS, Encoder=MuQ-large2026.060.8089——
TuneJury, MuQ (T+A)Train Inputs=TA, Train Data=17K, Encoder=MuQ-MuLan2026.060.7848——
CMI-RMfine-tuned=true, training_variant=CMI-Pref2026.020.73150.72720.5495
TuneJury, -SE (T+A)Train Inputs=TA, Train Data=15K, Encoder=CLAP+MERT2026.060.7154——
TuneJury, -MA (T+A)Train Inputs=TA, Train Data=17K, Encoder=CLAP+MERT2026.060.71——
SongEval-RM2026.020.69490.7140.5185
SongEval-RMTrain Inputs=A, Train Data=5-axis MOS, Encoder=MuQ-large2026.060.6949——
audiobox-CU2026.020.67640.62720.495
PAM scoreTrain Inputs=A, Mode=zero-shot, Encoder=MS-CLAP2026.060.6733——
PAM score2026.020.67240.64660.4874
TuneJury (T+A)Train Inputs=TA, Train Data=17.5K, Encoder=CLAP+MERT2026.060.6687——
TuneJury (A only)Train Inputs=TA, Train Data=17.5K, Encoder=CLAP+MERT, Inference Prompt=empty2026.060.6618——
audiobox-CE2026.020.65990.63930.483
TuneJury, -MP (T+A)Train Inputs=TA, Train Data=15.5K, Encoder=CLAP+MERT2026.060.6539——
audiobox-PQ2026.020.63350.60160.462
Audiobox-AestheticsTrain Inputs=A, Train Data=4-axis MOS2026.060.624——
Gemini3-pro2026.020.60180.60440.44
CMI-RMfine-tuned=false, training_variant=Distill only2026.020.51170.52530.3711
Gemini2.5-pro2026.020.49020.49660.3454
Gemini2.5-flash2026.020.38860.41880.2694
Qwen3-omni2026.020.31010.36930.2205
Qwen2-audio2026.020.21960.14550.1585
Qwen2.5-omni2026.020.14540.16550.1145
audiobox-PC2026.020.07680.12250.0514