List your company
ResearchFormerly WizWand

Speaker Verification on NonverbalTTS NvS 1.0

5.6EERwavlm-base-plus-sv
4.266813.265922.26531.2641Jun 19, 2026
Updated 4mo ago

Evaluation results

MethodLinks
wavlm-base-plus-svSetting=Zero-shot2026.065.60.352
MoE-1 (Data2Vec, 4 experts)Setting=Proposed2026.0690.527
(Data2Vec+WavLM) + ECAPASetting=Self-trained2026.069.240.528
MoE-2 (Data2Vec, 4 experts)Setting=Proposed2026.069.240.525
(Voc2Vec+Data2Vec) + ECAPASetting=Self-trained2026.0610.360.57
Data2Vec + ECAPA-TDNNSetting=Self-trained2026.0610.760.611
WavLM + ECAPA-TDNNSetting=Self-trained2026.0610.920.571
(Voc2Vec+WavLM) + ECAPASetting=Self-trained2026.0611.220.55
ECAPA-TDNN (Fbank)Setting=Self-trained2026.0611.480.665
Voc2Vec + ECAPA-TDNNSetting=Self-trained2026.0611.540.605
MoE-2 (Data2Vec, 4 experts)Setting=Proposed2026.0622.660.817
Data2Vec + ECAPA-TDNNSetting=Self-trained2026.0623.330.806
(Voc2Vec+Data2Vec) + ECAPASetting=Self-trained2026.0623.470.834
MoE-1 (Data2Vec, 4 experts)Setting=Proposed2026.0623.950.833
(Data2Vec+WavLM) + ECAPASetting=Self-trained2026.0625.460.848
Voc2Vec + ECAPA-TDNNSetting=Self-trained2026.0626.160.881
(Voc2Vec+WavLM) + ECAPASetting=Self-trained2026.0626.70.88
WavLM + ECAPA-TDNNSetting=Self-trained2026.0627.580.917
ECAPA-TDNN (Fbank)Setting=Self-trained2026.0628.140.937
wavlm-base-plus-svSetting=Zero-shot2026.0638.930.998