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Machine Translation research benchmarks – Page 15 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

58.24Average Win Rate

12

Feb 26, 2026

43.51BLEU

12

Feb 26, 2026

48.67BLEU

12

Feb 26, 2026

newstest head150 2018 (test)

87.1ChrF

12

Feb 26, 2026

WMT newstest 2019

43.43BLEU

12

Feb 26, 2026

WMT English-to-German Average newstest2010-2016 2016

27.31BLEU

12

Feb 26, 2026

WMT English-to-German 2016 (newstest2015)

30.6BLEU

12

Feb 26, 2026

WMT English-to-German 2016 (newstest2014)

28.28BLEU

12

Feb 26, 2026

WMT English-to-German 2016 (newstest2013)

26.98BLEU

12

Feb 26, 2026

WMT English-to-German newstest2012 2016

23.09BLEU

12

Feb 26, 2026

WMT English-to-German 2016 (newstest2011)

22.77BLEU

12

Feb 26, 2026

WMT English-to-German 2016 (newstest2010)

0.249BLEU

12

Feb 26, 2026

Flores 101 (x-y)

Separate Vocab (Dec)

30.5BLEU Score

12

Feb 26, 2026

OPUS DE→EN out-of-domain (test)

12.6BLEU

12

Feb 26, 2026

MMT eng-xx very-low-resource

49.2chrF++

12

Feb 26, 2026

MMT eng-xx high-resource

64.7chrF++

12

Feb 26, 2026

MMT eng-xx (all)

55.1chrF++

12

Feb 26, 2026

Sicilian-English En-Sc (test)

Tradutturi Sicilianu

35.1BLEU Score

12

Feb 26, 2026

WMT En-De sacreBLEU (test)

29.65SacreBLEU

12

Feb 26, 2026

IWSLT DE-EN '14 (train)

3Training Perplexity

12

Feb 26, 2026

IWSLT'14 DE-EN (val)

4.13Validation PPL

12

Feb 26, 2026

WMT Parallel Corpus Filtering German-English 100M words training budget 2018 (test)

adequacy + domain-GPT

32.11BLEU

12

Feb 26, 2026

WMT Parallel Corpus Filtering German-English 10M words training budget 2018 (six test sets)

adequacy + domain-GPT

29.09BLEU

12

Feb 26, 2026

English-Romanian 2016 (test)

SOTA (Supervised)

38.5BLEU

12

Feb 26, 2026

65.55BLEU

12

Feb 26, 2026

Page 15 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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