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Machine Translation research benchmarks – Page 3 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WMT En-De 2019 (test)

Microsoft-WMT19-sent-doc

93SacreBLEU

37

Feb 26, 2026

De-En document-level

88.45d-COMET

36

Feb 26, 2026

Wikinews-25 it->en

46.831sacreBLEU

35

Feb 26, 2026

Wikinews-25 en->it

50.609sacreBLEU

35

Feb 26, 2026

NTREX it->en 128 (test)

49.268sacreBLEU

35

Feb 26, 2026

NTREX (en->it) 128 (test)

50.746sacreBLEU

35

Feb 26, 2026

37.53BLEU Score

35

May 7, 2026

79.041sacreBLEU

33

Feb 26, 2026

63.261sacreBLEU

33

Feb 26, 2026

49 low-performing Closely-Related Languages (CRLs) (test)

49.5AUS Score

33

Feb 26, 2026

SpecBlock+adapt

2.81Speedup

32

May 11, 2026

45.4BLEU

32

Apr 21, 2026

ZHUANGBENCH (test)

48.3BLEU (easy)

32

Feb 27, 2026

newstest 2010-2016 (test)

27.57BLEU

32

Feb 26, 2026

Multi30K eng → deu 2017 (test)

41.8BLEU

31

Jun 16, 2026

Multi30K eng → deu 2016 (test)

47BLEU

31

Jun 16, 2026

WMT newstest 2016 (test)

40.4BLEU

31

Feb 26, 2026

WMT En-Ro newstest2016 (test)

35.2BLEU

31

Feb 26, 2026

WMT newstest 2015 (test)

34.93BLEU

31

Feb 26, 2026

35.56BLEU

31

Feb 26, 2026

90.28XCOMET

30

May 22, 2026

97.08XCOMET (Finance)

30

May 22, 2026

Mandarin ⇔ Minority (General)

62.44XCOMET-XXL Score

30

May 22, 2026

FLORES-200 XX ⇔ XX

88.74XCOMET-XXL Score

30

May 22, 2026

FLORES-200 ZH ⇔ XX

90.3XCOMET-XXL

30

May 22, 2026

Page 3 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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