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Machine Translation research benchmarks – Page 51 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CoVoST X-En 2 (test)

46.7BLEU (Fr->En)

3

Feb 26, 2026

FLORES-101 source: ta (devtest)

18.2spBLEU (ta->ar)

3

Feb 27, 2026

FLORES-101 source: hi (devtest)

12.2spBLEU (ar)

3

Feb 27, 2026

FLORES-101 source: de (devtest)

24.3spBLEU (ar)

3

Feb 27, 2026

FLORES-101 source: en (devtest)

32spBLEU (ar)

3

Feb 27, 2026

FLORES-101 source: ar (devtest)

35.5spBLEU (fr)

3

Feb 27, 2026

IWSLT ES-EN 14 document-level (test)

39.9SacreBLEU

3

Feb 26, 2026

WMT Supervised Representative Directions (test)

33.01BLEU (Tokenized Average)

3

Feb 26, 2026

3Train Perplexity

3

Feb 26, 2026

4.86Perplexity (Validation)

3

Feb 26, 2026

IWSLT EN-DE 2014

Transformer-Small

29.14BLEU

3

Feb 26, 2026

IWSLT Nl-En 2014 (test)

34.8BLEU

3

Feb 26, 2026

IWSLT Ro-En 2014 (test)

33.49BLEU

3

Feb 26, 2026

19.9BLEU

3

Feb 27, 2026

24.4BLEU

3

Feb 27, 2026

28.5BLEU

3

Feb 27, 2026

28.2BLEU

3

Feb 27, 2026

23.4BLEU

3

Feb 27, 2026

12.3BLEU

3

Feb 27, 2026

60BLEU

3

Feb 27, 2026

3.2BLEU

3

Feb 27, 2026

ASPEC Ja-En (test)

31.29BLEU Score

3

Feb 26, 2026

IWSLT En-Ar 2017 (test)

15.05BLEU

3

Feb 26, 2026

IWSLT Zh-En 2015 (test)

21.45BLEU

3

Feb 26, 2026

IWSLT En-Zh 2015 (test)

23.01BLEU

3

Feb 26, 2026

Page 51 of 58

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