Speech Translation on libri-trans (test)
23.1Detokenized BLEU (case-sensitive)End-to-end (w2v2-mBART)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| End-to-end (w2v2-mBART)Learning Setup=Supervised learning + pre-training, Architecture=End-to-end2022.10 | 23.1 | — | |
| ST transf-base + AFSSystem Type=End-to-End, Architecture=Transformer Base, embedding size=512, Technique=Adaptive Feature Selection (AFS)2020.12 | 17.2 | 18.6 | |
| NeurST ST transf-sCategory=End-to-End, Data setting=constrained2020.12 | 17.2 | 18.7 | |
| TCEN-LSTMCategory=End-to-End, Data setting=constrained2020.12 | 17.1 | — | |
| ESPnet-ST ASR transf-s + CTC → MTCategory=Cascade, Data setting=constrained2020.12 | 17 | — | |
| NeurST ASR transf-s → MTCategory=Cascade, Data setting=constrained2020.12 | 16.8 | 18.2 | |
| ESPnet-ST ST transf-sCategory=End-to-End, Data setting=constrained2020.12 | 16.7 | — | |
| NeurST ST transf-sSystem Type=End-to-End, Model Components=ST Transformer-Small2020.12 | 16.3 | 17.8 | |
| ST BILSTMCategory=End-to-End, Data setting=constrained2020.12 | 16.2 | 17 | |
| NeurST ASR transf-s → MTSystem Type=Cascade, Model Components=ASR Transformer-Small → MT2020.12 | 16 | 17.4 | |
| Cascaded (ASR→TDN→MT)Learning Setup=Unsupervised learning, Architecture=Cascaded2022.10 | 15.4 | — | |
| End-to-end (w2v2-mBART)Learning Setup=Unsupervised learning, Architecture=End-to-end2022.10 | 15.3 | — | |
| Chung et al. (2019)*Learning Setup=Unsupervised learning, Architecture=not specified2022.10 | 12.2 | — | |
| End-to-end (S2T Transformer)Learning Setup=Supervised learning, Architecture=End-to-end2022.10 | 11.4 | — | |
| LUTCategory=End-to-End, Data setting=constrained2020.12 | — | 17.8 | |
| ST transf-s (Liu et al., 2019)Category=End-to-End, Data setting=constrained2020.12 | — | 14.3 | |
| ST transf-s (Wang et al., 2020c)Category=End-to-End, Data setting=constrained2020.12 | — | 16 | |
| ST transf-s + curriculum pre-trainingCategory=End-to-End, Data setting=constrained2020.12 | — | 17.7 | |
| ST transf-s + KDCategory=End-to-End, Data setting=constrained2020.12 | — | 17 |