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ResearchFormerly WizWand

Speech Translation on MuST-C EN-DE (test-COMMON)

31.7BLEUCascaded
17.1420.9224.728.48Jul 12, 2021Jan 7, 2022Jul 5, 2022Jan 1, 2023Jun 29, 2023Dec 25, 2023Jun 22, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Cascaded2022.0331.7
W2V2-Transformer2022.0331.7
STEMM2022.0331.7
STEMM2022.0328.7
Cascaded2022.0327.5
AIPABackbone=Enc-Dec, Augmentation=SpecAugment, Objective=All COS2024.0627.5
AIPABackbone=Enc-Dec, Augmentation=SpecAugment, Auxiliary=PAE2024.0627.39
W2V2-Transformer2022.0326.9
AIPABackbone=Enc-Dec, Augmentation=SpecAugment, Objective=Both COS2024.0626.88
JT Proposed#pars(m)=76, Cross-Attentive Regularization=true, Online Knowledge Distillation=true2021.0726.8
AIPABackbone=Enc-Dec, Augmentation=SpecAugment, Objective=CTC COS2024.0626.75
AIPABackbone=Enc-Dec, Augmentation=SpecAugment, Auxiliary=InterCTC2024.0626.68
AIPABackbone=Enc-Dec, Augmentation=SpecAugment, Objective=CE COS2024.0626.64
BaselineBackbone=Enc-Dec, Augmentation=SpecAugment, Auxiliary=PAE2024.0626.62
BaselineBackbone=Enc-Dec, Augmentation=SpecAugment, Auxiliary=InterCTC2024.0626.56
AIPABackbone=Enc-Dec, Augmentation=SpecAugment2024.0626.38
BaselineBackbone=Enc-Dec, Augmentation=SpecAugment2024.0626.31
Pino et al.#pars(m)=4352021.0725.2
JT-S-MT + CARCross-Attentive Regularization=true2021.0725
MoSSTMode=Non-streaming2021.0924.9
JT-S-MT2021.0724.7
JT-S-ASR2021.0724.4
JT#pars(m)=762021.0724.1
Dual-Decoder Transformer (BL)Mode=Non-streaming2021.0923.6
W-TransfMode=Non-streaming2021.0923.6
SpeechformerInference Time=1.3x2021.0923.6
Plain ConvAttentionInference Time=1.8x2021.0923.2
STASTMode=Non-streaming2021.0923.1
RealTranSMode=Non-streaming2021.0922.99
Inaguma et al.2021.0722.9
Transformer ST ESPnetMode=Non-streaming2021.0922.9
Inaguma et al.2021.0922.9
Transformer ST NeurSTMode=Non-streaming2021.0922.8
Our baselineInference Time=1.0x2021.0922.8
+ compressionInference Time=0.9x2021.0922.8
Transformer ST FairseqMode=Non-streaming2021.0922.7
Wang et al.2021.0922.7
AFS STMode=Non-streaming2021.0922.4
Wav2Vec2 + TransformerMode=Non-streaming2021.0922.3
ST#pars(m)=762021.0721.5
Gangi et al.#pars(m)=302021.0717.7