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Papers Benchmarks Datasets Tasks

Machine Translation research benchmarks – Page 34 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WMT All resource levels

23.5BLEU

6

Feb 26, 2026

WMT Rich resource, >10M

29BLEU

6

Feb 26, 2026

WMT Medium resource, 1M~10M

22.2BLEU

6

Feb 26, 2026

WMT Low resource, <1M

18.8BLEU

6

Feb 26, 2026

IWSLT En-De sacreBLEU (test)

30.17sacreBLEU

6

Feb 26, 2026

NIST Zh-En sacreBLEU (test)

51.07sacreBLEU

6

Feb 26, 2026

IWSLT many-to-many 17 (test)

38.31BLEU (It->En)

6

Feb 26, 2026

ImagiT + ground truth

45.3BLEU

6

Feb 26, 2026

ImagiT + ground truth

28.8BLEU

6

Feb 26, 2026

WMT EN-RO 2016 (dev)

34.74BLEU

6

Feb 26, 2026

WMT DE-EN 2014 (dev)

31.66BLEU

6

Feb 26, 2026

WMT EN-DE 2014 (dev)

26.13BLEU Score

6

Feb 26, 2026

WMT En-De 2018 (test)

43.8SacreBLEU

6

Feb 26, 2026

WMT French-English 2014 (test)

39.2BLEU

6

Feb 26, 2026

WMT English-German 2014 (newstest13)

27.2BLEU

6

Feb 26, 2026

IWSLT English-French 2016 (test2013)

43.03BLEU Score

6

Feb 26, 2026

Japanese-Chinese parallel corpus JA-ZH

25.53BLEU

6

Feb 26, 2026

WMT English-German (EnDe) 2014 1.0 (test)

Ott et al. model (big)

29.3BLEU

6

Feb 26, 2026

WMT de-en 2016 (newstest)

35.2BLEU

6

Feb 26, 2026

WMT fr-en 2014 (newstest)

34.9BLEU

6

Feb 26, 2026

Translate (test)

29.6BLEU

6

Feb 26, 2026

WMT English-German '14 (val)

Evolved Transformer

3.69Perplexity

6

Feb 26, 2026

NIST 03-06 Average (test)

37.85BLEU

6

Feb 26, 2026

Multi30k Task1 (de-en)

38.38BLEU

6

Feb 26, 2026

news En-Fi 2015 (dev)

Base Character-level NMT (Row o)

13.72BLEU

6

Feb 26, 2026

Page 34 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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