Machine Translation (DE-EN) on WMT newstest 2014 (test)
15.24BLEUProposed (full) + 100k parallel
Evaluation Results
| Method | Links | |
|---|---|---|
| Proposed (full) + 100k parallelSupervision=Semi-supervised, Parallel data=100k2017.10 | 15.24 | |
| Comparable NMT (full parallel)Supervision=Supervised, Parallel data=full2017.10 | 15.04 | |
| Proposed (full) + 10k parallelSupervision=Semi-supervised, Parallel data=10k2017.10 | 11.47 | |
| Proposed (+ backtranslation)Supervision=Unsupervised, Components=denoising, backtranslation2017.10 | 10.21 | |
| Proposed (+ BPE)Supervision=Unsupervised, Components=denoising, backtranslation, BPE2017.10 | 10.16 | |
| Comparable NMT (100k parallel)Supervision=Supervised, Parallel data=100k2017.10 | 8.11 | |
| Baseline (emb. nearest neighbor)Supervision=Unsupervised2017.10 | 7.07 | |
| Proposed (denoising)Supervision=Unsupervised, Components=denoising2017.10 | 3.64 | |
| Comparable NMT (10k parallel)Supervision=Supervised, Parallel data=10k2017.10 | 1.33 |