Machine Translation on WMT English-German 2015 (newstest)
26.5BLEU+synthetic
Evaluation Results
| Method | Links | |
|---|---|---|
| +synthetictraining_instances=44m (parallel) / 36m (synthetic), ensemble=ens-42015.11 | 26.5 | |
| Attentional NMT (Ensemble)ensemble_size=8 models, unk_replacement=true2015.08 | 25.9 | |
| +synthetictraining_instances=44m (parallel) / 36m (synthetic), ensemble=single2015.11 | 25.7 | |
| NMT + 5-gram rerankinstitution=Montreal, reranking=5-gram rerank2015.08 | 24.9 | |
| +monolingualtraining_instances=49m (parallel) / 49m (monolingual), ensemble=ens-42015.11 | 24.6 | |
| syntax-basedensemble=single2015.11 | 24.4 | |
| paralleltraining_instances=37m (parallel), ensemble=ens-42015.11 | 23.6 | |
| +monolingualtraining_instances=49m (parallel) / 49m (monolingual), ensemble=single2015.11 | 23.2 | |
| paralleltraining_instances=37m (parallel), ensemble=single2015.11 | 22.8 | |
| Neural MTensemble=single2015.11 | 22.4 |