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Papers Benchmarks Datasets Tasks

Neural Machine Translation research benchmarks · SOTA2 Research

Neural Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

32.31BLEU

14

Feb 26, 2026

WMT14 English-to-German big (test)

Pre-Norm Transformer

30.1BLEU

10

Feb 26, 2026

IWSLT14 English-to-Italian (En-It) (tst2012)

27.94BLEU

8

Feb 26, 2026

IWSLT14 Italian-to-English (It-En) (tst2012)

30.44BLEU

8

Feb 26, 2026

IWSLT14 English-to-French (En-Fr) (tst2012)

42.64BLEU

8

Feb 26, 2026

IWSLT14 French-to-English (Fr-En) (tst2012)

40.87BLEU

8

Feb 26, 2026

IWSLT Vietnamese-to-English (Vi-En) 15 (tst2013)

25BLEU

8

Feb 26, 2026

IWSLT14 English-to-German (En-De) (tst2012)

24.09BLEU

8

Feb 26, 2026

IWSLT German-to-English (De-En) 14 (tst2012)

29.35BLEU

8

Feb 26, 2026

IWSLT14 German-to-English small (test)

Pre-Norm Transformer

35.9BLEU

8

Feb 26, 2026

IWSLT and WMT (test)

Variational Attention

6.08PPL

7

Feb 26, 2026

IWSLT 14 (test)

34.88BLEU

5

Feb 26, 2026

4.99PPL (val)

5

Feb 26, 2026

WMT English-Czech 19

21.5BLEU

4

Feb 27, 2026

WMT English-to-German 2013 (test)

Lookahead (Adam)

24.68BLEU Score

4

Feb 26, 2026

NMT 500k high-quality random sample

0BLEU

4

Feb 26, 2026

Popular datasets

IWSLT WMT NMT IWSLT and WMT

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