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Audio Classification on RAVDESS (test)

0.4596AccuracyPaLM
0.1087040.1998020.29090.381998Feb 15, 2026

Evaluation results

MethodLinks
PaLMTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.020.4596
MUKATraining Approach=Training-free, Shots=16, Backbone=PENGI2026.020.4576
CoCoOpTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.020.3883
Treff-AdapterTraining Approach=Training-free, Shots=16, Backbone=PENGI2026.020.3523
CoOpTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.020.332
Linear ProbingTraining Approach=Training-based, Shots=16, Backbone=PENGI2026.020.3312
Zero-ShotTraining Approach=Training-free, Shots=0, Backbone=PENGI2026.020.1222