Machine Translation (EN→DE) on Multi30K MSCOCO
30.7BLEUVALHALLA (M)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VALHALLA (M)Translation Setting=Multimodal, Ground-truth Visual Tokens usage=true, Model Averaging=true2022.05 | 30.7 | 57.6 | |
| VALHALLATranslation Setting=Text-Only, Ground-truth Visual Tokens usage=false, Model Averaging=true2022.05 | 30.7 | 57.5 | |
| VALHALLA (M)Translation Setting=Multimodal, Ground-truth Visual Tokens usage=true, Model Averaging=false2022.05 | 30.4 | 57.2 | |
| VALHALLATranslation Setting=Text-Only, Ground-truth Visual Tokens usage=false, Model Averaging=false2022.05 | 30.3 | 57 | |
| RMMTTranslation Setting=Text-Only2022.05 | 30 | 56.3 | |
| Gated FusionTranslation Setting=Multimodal2022.05 | 29 | 56.1 | |
| GMNMTTranslation Setting=Multimodal2022.05 | 28.7 | 47.6 | |
| ImagiTTranslation Setting=Text-Only2022.05 | 28.7 | 48.8 | |
| CAP-ALLTranslation Setting=Multimodal2022.05 | 27.6 | 46.4 | |
| Gumbel-AttentionTranslation Setting=Multimodal2022.05 | 26.9 | 46 | |
| DCCNTranslation Setting=Multimodal2022.05 | 26.7 | 45.7 | |
| VMMTFTranslation Setting=Text-Only2022.05 | 25.5 | 44.8 |