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ResearchFormerly WizWand

Speaker Verification

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

CN-Celeb (test)

LoRA Adapter MFA

4.67EER

4

Mar 10, 2026

2.77EER (Speaker)

4

Mar 9, 2026

SITW core-multi

0.043EER

4

Feb 26, 2026

TidyVoice eval-U

Dual-LoRA (Fusion)

2.84EER

2

Apr 30, 2026

TidyVoice (dev)

Dual-LoRA (Fusion)

0.73EER (%)

2

Apr 30, 2026

VCTK-RVA (Seen)

WavLM-Large+SE-ResFFN

94.42Accuracy

2

Feb 26, 2026

VCTK-RVA (Unseen)

WavLM-Large+FFN

77.96Accuracy

2

Feb 26, 2026

CSTR US KED TIMIT (test)

96.5Accuracy

2

Feb 26, 2026

Non-english Synthetic data

ECAPA-based solution

1.7EER

1

Jun 29, 2026

VoxCeleb1-H extended (test)

0.673Cmin Detection Cost

1

Feb 26, 2026