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ResearchFormerly WizWand

Synthetic Speech Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

SingFake (ID/OOD)

79.66Accuracy

27

Feb 26, 2026

92.28Accuracy

27

Feb 26, 2026

ASVspoof DF 2021 (eval)

1.88EER (%)

25

Mar 31, 2026

ASVspoof Track 1 5 (dev)

TFPARN (full model, attention pooling)

12.52EER (%)

6

Jun 4, 2026

ASVspoof LA 2019

0.35EER

6

Mar 24, 2026

In-The-Wild (ITW)

15.39EER

6

Mar 24, 2026

ASVspoof Cross-dataset Average Real-World 19/21

0.982Average AUC

5

Mar 31, 2026

0.999AUC

5

Mar 31, 2026

ASVspoof LA hidden 2021

94.4AUC

5

Mar 31, 2026

ASVspoof DF 2021 (hidden)

98.51AUC

5

Mar 31, 2026

ASVspoof 2019 (eval)

99.95AUC

5

Mar 31, 2026