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Machine Translation research benchmarks – Page 26 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WMT En-De (De ← En) 20 (test)

27.8BLEU

8

Feb 26, 2026

WMT En-De 20 (test)

24.3BLEU

8

Feb 26, 2026

WMT En-De 19 (test)

0.261BLEU Score

8

Feb 26, 2026

25.9Average SacreBLEU

8

Feb 26, 2026

23SacreBLEU (Source->Target)

8

Feb 26, 2026

27.7SacreBLEU (Source->Target)

8

Feb 26, 2026

WMT20 JA-EN (test)

21.5BLEU

8

Feb 27, 2026

35.4BLEU (de-en)

8

Feb 26, 2026

Hindi Visual Genome WAT 2021 (challenge set)

51.66BLEU Score

8

Feb 26, 2026

Hindi Visual Genome WAT 2021 (test)

0.446BLEU

8

Feb 26, 2026

WMT'14 EN-DE (val)

4.87Validation Perplexity

8

Feb 26, 2026

WMT EN-DE '14 (train)

3.87Training Perplexity

8

Feb 26, 2026

33.8BLEU

8

Feb 26, 2026

25.19BLEU

8

Feb 26, 2026

24.34BLEU Score

8

Feb 26, 2026

26.65BLEU

8

Feb 26, 2026

WMT RO-EN 2016 (dev)

35.78BLEU Score

8

Mar 31, 2026

55.46BLEU Score

8

Feb 26, 2026

WMT English-French (test)

43.8BLEU

8

Feb 26, 2026

Japanese-English (test)

Vanilla Decoding

27.2BLEU

8

Feb 26, 2026

newstest English-German 2015 (test)

28.7BLEU

8

Feb 26, 2026

German-English newstest 2013 (dev)

44.1Perplexity

8

Feb 26, 2026

FLORES en->xx (test)

47.8Score (en->de)

8

Feb 26, 2026

FLORES drop perturbation (test)

-68.01Average Error

8

Feb 26, 2026

FLORES swap perturbation (test)

-72.14Average Score

8

Feb 26, 2026

Page 26 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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