SMT + iterative backtranslation (unsupervised)

Reported on 6 benchmarks across 1 task · 1 paper · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing6 results

Machine TranslationonWMT2014 French-English
BLEU score· 2018-09-04
25.87
best: 37.9 (FLAN 137B (few-shot, k=9))
SOTA
Unsupervised Statistical Machine Translation arXiv:1809.01272
Machine TranslationonWMT2016 English-German
BLEU score· 2018-09-04
18.23
best: 40.68 (MADL)
Unsupervised Statistical Machine Translation arXiv:1809.01272
Machine TranslationonWMT2016 German-English
BLEU score· 2018-09-04
23.05
best: 40.7 (FLAN 137B (few-shot, k=11))
Unsupervised Statistical Machine Translation arXiv:1809.01272
Machine TranslationonWMT2014 German-English
BLEU score· 2018-09-04
17.43
best: 35.15 (Bi-SimCut)
Unsupervised Statistical Machine Translation arXiv:1809.01272
Machine TranslationonWMT2014 English-German
BLEU score· 2018-09-04
14.08
best: 35.14 (Transformer Cycle (Rev))
Unsupervised Statistical Machine Translation arXiv:1809.01272
Machine TranslationonWMT2014 English-French
BLEU score· 2018-09-04
26.22
best: 46.4 (Transformer+BT (ADMIN init))
Unsupervised Statistical Machine Translation arXiv:1809.01272