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ResearchFormerly WizWand

Anti-spoofing on Aggregate of Anti-spoofing Corpora

4.81Macro EERWavLM-Large MoE
4.75285.13895.5255.9111Jun 12, 2026
Updated 4mo ago

Evaluation results

MethodLinks
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=stat2026.064.8112.34
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=max2026.064.9112.73
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=227M, MoE Insertion Position=last 6, Number of Experts (E)=2, Top-k Value (k)=1, Pooling Strategy=stat2026.064.9812.81
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=378M, MoE Insertion Position=last 6, Number of Experts (E)=5, Top-k Value (k)=2, Pooling Strategy=stat2026.06513
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=278M, MoE Insertion Position=last 6, Number of Experts (E)=3, Top-k Value (k)=1, Pooling Strategy=stat2026.065.1313.81
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=378M, MoE Insertion Position=last 6, Number of Experts (E)=5, Top-k Value (k)=1, Pooling Strategy=stat2026.065.1713.6
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=330M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=att2026.065.2113.8
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=278M, MoE Insertion Position=last 6, Number of Experts (E)=3, Top-k Value (k)=2, Pooling Strategy=stat2026.065.3313.07
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=mean2026.065.3513.75
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=3, Pooling Strategy=stat2026.065.414.46
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=2, Pooling Strategy=stat2026.065.4113.99
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=355M, MoE Insertion Position=alternating, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=att2026.065.4214.27
WavLM-L (13)Type=Baseline, SSL Backbone=WavLM-L (13), #Params=178M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.065.4614.95
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=330M, MoE Insertion Position=first 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=att2026.065.615.35
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=378M, MoE Insertion Position=last 6, Number of Experts (E)=5, Top-k Value (k)=3, Pooling Strategy=stat2026.065.614.23
WavLM-L (24)Type=Baseline, SSL Backbone=WavLM-L (24), #Params=317M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.065.6115.61
WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=507M, MoE Insertion Position=all 13, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=att2026.065.7714.13
XLSR (13)Type=Baseline, SSL Backbone=XLSR (13), #Params=178M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.066.0113.71
XLSR (24)Type=Baseline, SSL Backbone=XLSR (24), #Params=317M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.066.0114.89
HuBERT-L (24)Type=Baseline, SSL Backbone=HuBERT-L (24), #Params=317M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.066.2111.97
HuBERT-L (13)Type=Baseline, SSL Backbone=HuBERT-L (13), #Params=178M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.066.2412.91