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Papers Benchmarks Datasets Tasks

Machine Translation research benchmarks – Page 20 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WMT De-En (test)

32.78BLEU

10

Feb 26, 2026

WMT En-De (S) 19 (test)

General + In-Domain Pre-training

36.9BLEU

10

Feb 26, 2026

IWSLT14 en-fr (test)

Transformer w/ LABO

40.9BLEU

10

Feb 26, 2026

IWSLT14 fr-en (test)

Standard enc + PRF dec

40.3BLEU

10

Feb 26, 2026

WMT En-Es 13 (test)

35.4Tokenized BLEU

10

Feb 26, 2026

WMT EN-DE 2014 (test)

Transformer w/ LABO

28.3BLEU Score

10

Feb 26, 2026

WMT English-German 2014 (newstest)

35BLEU (tok)

10

Feb 26, 2026

50.2BLEU

10

Feb 26, 2026

NIST Zh-En All (test)

RNNSEARCH-COVERAGE + D_RNN + O_CDR

39.81BLEU Score

10

Feb 26, 2026

newstest En-De 2013 (dev)

Base BPE-level NMT (Row b)

23.49BLEU

10

Feb 26, 2026

IWSLT Thai-English 2012/2013 2015 (test)

Baseline + Seq-Inter

15.6BLEU (n=1)

10

Feb 26, 2026

German-English newstest 2016 (test)

38.5BLEU

10

Feb 26, 2026

IWSLT Turkish-English (tst2014)

24.54BLEU

10

Feb 26, 2026

IWSLT Turkish-English (tst2013)

24.92BLEU

10

Feb 26, 2026

IWSLT Turkish-English 2012 (test)

24.65BLEU

10

Feb 26, 2026

IWSLT Turkish-English (tst2011)

23.33BLEU

10

Feb 26, 2026

WMT English-German 2015 (newstest)

26.5BLEU

10

Feb 26, 2026

120-document (test)

7.613Fluency Score S1

9

Jun 2, 2026

38.14BLEU

9

Jun 1, 2026

30.88BLEU

9

Jun 1, 2026

Synthetic English-French Dataset

44.6BLEU Score

9

May 29, 2026

41.4BLEU

9

May 29, 2026

NLLB English-Hindi

45.61BLEU

9

Apr 27, 2026

32.86SacreBLEU

9

Apr 8, 2026

41.3chrF++

9

Mar 18, 2026

Page 20 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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