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Audio Classification on ESC-Actions

91.5AccuracyDataset β with pruning
87.54888.57489.690.626Jan 8, 2026

Evaluation results

MethodLinks
Dataset β with pruningsetting=common weighting vector, pruning=true2026.0191.5
Dataset βsetting=common weighting vector, NS=size of dataset2026.0190.5
Majority votingweighting=entropy-weighting2026.0190.3
Majority votingpruning=true2026.0190.3
Average text embeddingpruning=true2026.0190.3
Average text embeddingensemble_type=standard2026.0190
Average text embeddingweighting=entropy-weighting2026.0190
Single-sample βsetting=per-sample weighting, NS=12026.0190
Majority votingensemble_type=standard2026.0189.5
Zero-Shot Predictiontemplate=This is a sound of {class}2026.0187.7