Speech Translation on MuST-C (tst-COMMON)
31.2BLEU (De)ZEROSWOT-LARGE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ZEROSWOT-LARGEProtocol=Zero-shot, Scenario=C, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.35/1.652024.02 | 31.2 | — | 35.8 | 40.5 | 31.4 | 36.3 | 38.3 | 28 | 21.5 | 32.9 | |
| ZEROSWOT-MEDIUMProtocol=Zero-shot, Scenario=C, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.35/0.952024.02 | 30.5 | — | 34.9 | 39.4 | 30.6 | 35 | 37.1 | 27.8 | 20.3 | 31.9 | |
| LST (LLaMA2-13B)Protocol=Supervised, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=132024.02 | 30.4 | — | 35.3 | 41.6 | — | — | — | — | — | — | |
| SpeechUTProtocol=Supervised, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.152024.02 | 30.1 | — | 33.6 | 41.4 | — | — | — | — | — | — | |
| ZEROSWOT-LARGEProtocol=Zero-shot, Scenario=B, MuST-C ASR Data=true, MuST-C MT Data=false, Size (B)=0.35/1.652024.02 | 30.1 | — | 34.8 | 38.9 | 29.8 | 34.4 | 35.3 | 27.6 | 20.4 | 31.4 | |
| CRESSProtocol=Supervised, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.15*2024.02 | 29.4 | — | 33.2 | 40.1 | 27.6 | 32.2 | 33.6 | 26.4 | 19.7 | 30.3 | |
| SimRegCRProtocol=Supervised, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.15*2024.02 | 29.2 | — | 33 | 40 | 28.2 | 32.7 | 34.2 | 26.7 | 20.1 | 30.5 | |
| STEMMProtocol=Supervised, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.15*2024.02 | 28.7 | — | 31 | 37.4 | 25.8 | 30.5 | 31.7 | 24.5 | 17.8 | 28.4 | |
| ZEROSWOT-MEDIUMProtocol=Zero-shot, Scenario=B, MuST-C ASR Data=true, MuST-C MT Data=false, Size (B)=0.35/0.952024.02 | 28.5 | — | 33.1 | 37.5 | 28.2 | 32.3 | 32.9 | 26 | 18.7 | 29.6 | |
| Siamese-PTProtocol=Supervised, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.25*2024.02 | 27.9 | — | 31.8 | 39.2 | 27.7 | 31.7 | 34.2 | 27 | 18.5 | 29.8 | |
| ZEROSWOT-SMALLProtocol=Zero-shot, Scenario=B, MuST-C ASR Data=true, MuST-C MT Data=false, Size (B)=0.1/0.72024.02 | 27.3 | — | 31.7 | 35.8 | 26.8 | 30.9 | 31.6 | 25.3 | 17.8 | 28.4 | |
| ChimeraProtocol=Supervised, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.152024.02 | 27.1 | — | 30.6 | 35.6 | 25 | 29.2 | 30.2 | 24 | 17.4 | 27.4 | |
| Towards-Zero-shotProtocol=Zero-shot, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.12024.02 | 26.5 | — | 29.5 | 35.3 | — | — | — | — | — | — | |
| ZEROSWOT-LARGEProtocol=Zero-shot, Scenario=A, MuST-C ASR Data=false, MuST-C MT Data=false, Size (B)=0.35/1.652024.02 | 26.5 | — | 31.1 | 33.5 | 25.4 | 29.9 | 30.6 | 24.3 | 18 | 27.4 | |
| SimZeroCRProtocol=Zero-shot, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.15*2024.02 | 25.1 | — | 27 | 34.6 | — | — | — | — | 15.6 | — | |
| ZEROSWOT-MEDIUMProtocol=Zero-shot, Scenario=A, MuST-C ASR Data=false, MuST-C MT Data=false, Size (B)=0.35/0.952024.02 | 24.8 | — | 30 | 32.6 | 24.1 | 28.6 | 28.8 | 22.9 | 16.4 | 26 | |
| DCMAProtocol=Zero-shot, MuST-C ASR Data=true, MuST-C MT Data=true, Size (B)=0.15*2024.02 | 24 | — | 26.2 | 33.1 | 24.1 | 28.3 | 29.2 | 22.2 | 16 | 25.4 | |
| T-ModulesProtocol=Zero-shot, MuST-C ASR Data=false, MuST-C MT Data=false, Size (B)=2*2024.02 | 23.8 | — | 27.4 | 32.7 | — | — | — | — | — | — | |
| Towards-Zero-shotProtocol=Zero-shot, MuST-C ASR Data=false, MuST-C MT Data=true, Size (B)=0.12024.02 | 23.4 | — | 26.5 | 33.7 | — | — | — | — | — | — | |
| DCMAProtocol=Zero-shot, MuST-C ASR Data=true, MuST-C MT Data=false, Size (B)=0.15*2024.02 | 22.4 | — | 24.6 | 29.7 | 18.4 | 22 | 24.2 | 16.8 | 11.8 | 21.2 | |
| AdaTrans2023.06 | — | 38.7 | — | — | — | — | — | — | — | — | |
| baseline (CTC)2023.06 | — | 39.1 | — | — | — | — | — | — | — | — | |
| ConSTPre-training model=Wav2Vec2.02023.06 | — | 38.3 | — | — | — | — | — | — | — | — | |
| CRESSPre-training model=HuBERT2023.06 | — | 40.1 | — | — | — | — | — | — | — | — | |
| M³STPre-training model=HuBERT2023.06 | — | 38.5 | — | — | — | — | — | — | — | — | |
| STEMMPre-training model=Wav2Vec2.02023.06 | — | 37.4 | — | — | — | — | — | — | — | — | |
| TABp*=v, α=12023.06 | — | 39.8 | — | — | — | — | — | — | — | — | |
| TABp*=0, α=52023.06 | — | 39.9 | — | — | — | — | — | — | — | — | |
| TABp*=v, α=52023.06 | — | 40.3 | — | — | — | — | — | — | — | — | |
| WACO2023.06 | — | 38.1 | — | — | — | — | — | — | — | — |