Document Translation on Europarl English-German (test)
32.85s-BLEUG-Transformer (fnt.) + Target-side augmentation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| G-Transformer (fnt.) + Target-side augmentationInitialization=fine-tuned (fnt.), Context Level=document-level, Data Augmentation=Target-side augmentation2023.05 | 32.85 | 34.76 | |
| G-Transformer+mBARTPre-training Setting=mBART2023.05 | 32.74 | 34.31 | |
| G-Transformer + Back-translation (doc) + Target-side augmentationContext Level=document-level, Data Augmentation=Back-translation + Target-side augmentation2023.05 | 32.52 | 34.5 | |
| G-Transformer+BERTPre-training Setting=BERT2023.05 | 32.46 | — | |
| SMDT2023.05 | 32.42 | — | |
| G-TransformerInitialization=fine-tuned (fnt.)2023.05 | 32.39 | 34.08 | |
| G-TransformerInitialization=random (rnd.)2023.05 | 32.18 | 33.87 | |
| MultiResolution2023.05 | 32.11 | 34.48 | |
| G-Transformer + Back-translation (doc)Context Level=document-level, Data Augmentation=Back-translation2023.05 | 32 | 33.94 | |
| Flat-Transformer+BERTPre-training Setting=BERT2023.05 | 31.99 | — | |
| G-Transformer (fnt.) (doc baseline)Initialization=fine-tuned (fnt.), Context Level=document-level2023.05 | 31.93 | 33.88 | |
| Transformer (sent baseline) + Target-side data augmentationContext Level=sentence-level, Data Augmentation=Target-side augmentation2023.05 | 31.75 | — | |
| RecurrentMem2023.05 | 31.41 | 33.5 | |
| Transformer + Back-translation (sent) + Target-side augmentationContext Level=sentence-level, Data Augmentation=Back-translation + Target-side augmentation2023.05 | 31.27 | — | |
| Transformer (sent baseline)Context Level=sentence-level2023.05 | 31.22 | — | |
| Transformer + Back-translation (sent)Context Level=sentence-level, Data Augmentation=Back-translation2023.05 | 31.12 | — | |
| Hybrid Context2023.05 | 30.4 | — | |
| Flat-Transformer2023.05 | 30.09 | — | |
| SAN2023.05 | 29.75 | — | |
| HAN2023.05 | 28.6 | — |