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ResearchFormerly WizWand

Machine Translation on WMT English-German 2015 (newstest)

26.5BLEU+synthetic
22.23623.34324.4525.557Aug 17, 2015Sep 1, 2015Sep 17, 2015Oct 3, 2015Oct 19, 2015Nov 4, 2015Nov 20, 2015
Updated 8mo ago

Evaluation results

MethodLinks
+synthetictraining_instances=44m (parallel) / 36m (synthetic), ensemble=ens-42015.1126.5
Attentional NMT (Ensemble)ensemble_size=8 models, unk_replacement=true2015.0825.9
+synthetictraining_instances=44m (parallel) / 36m (synthetic), ensemble=single2015.1125.7
NMT + 5-gram rerankinstitution=Montreal, reranking=5-gram rerank2015.0824.9
+monolingualtraining_instances=49m (parallel) / 49m (monolingual), ensemble=ens-42015.1124.6
syntax-basedensemble=single2015.1124.4
paralleltraining_instances=37m (parallel), ensemble=ens-42015.1123.6
+monolingualtraining_instances=49m (parallel) / 49m (monolingual), ensemble=single2015.1123.2
paralleltraining_instances=37m (parallel), ensemble=single2015.1122.8
Neural MTensemble=single2015.1122.4