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Machine Translation research benchmarks – Page 44 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WMT22 Ru-Sah (test)

54.5COMET Score

4

Feb 26, 2026

WMT Cs-Uk 2023 (test)

88.1COMET Score

4

Feb 26, 2026

WMT En-He 2023 (test)

83.1COMET Score

4

Feb 26, 2026

WMT En-De 2023 (test)

84.3COMET Score

4

Feb 26, 2026

58.28Language Democratization

4

Feb 27, 2026

WMT De-En 2017 (test)

35.62BLEU

4

Feb 26, 2026

Unseen directions Low-resource to High-resource X-directions zero-shot X = {En, De, Zh, Ar}

15.5Zero-Shot Score (Asturian)

4

Feb 26, 2026

Unseen directions High-resource to Low-resource X-directions zero-shot X = {En, De, Zh, Ar}

16.7Quality (X->Ast)

4

Feb 26, 2026

Unseen directions African languages to Ceb M2M-100 baseline comparison zero-shot

12.3Ha→Ceb Score

4

Feb 26, 2026

Unseen directions Ceb to African languages zero-shot M2M-100 baseline comparison

12.5Score (Ceb->Ha)

4

Feb 26, 2026

WMT English-Romanian Reverse 2016 (test)

36.1BLEU

4

Feb 26, 2026

Flores 101 (en-x)

24.9BLEU Score

4

Feb 26, 2026

Flores 101 (L-H)

Separate Vocab (Dec)

1Zero-Shot Off-Target Rate

4

Feb 26, 2026

Flores 101 (H-L)

Separate Vocab (Dec)

1Zero-Shot Off-Target Rate

4

Feb 26, 2026

Flores 101 (H-H)

LAVS (Enc, Dec)

3Off-Target Rate (Zero-Shot)

4

Feb 26, 2026

IWSLT De-En '14 (test)

88Rank 1 Rate

4

Feb 26, 2026

ReaCT cg (test)

12.3BLEU

4

Feb 26, 2026

ReaCT IWSLT 2014 (test)

36.1BLEU

4

Feb 26, 2026

French-German fr-de (test)

25.2BLEU

4

Feb 27, 2026

Kazakh-English (kk-en) (test)

30.5BLEU

4

Feb 27, 2026

German-French de-fr (test)

31.5BLEU

4

Feb 27, 2026

English-Kazakh (en-kk) (test)

15.5BLEU Score

4

Feb 27, 2026

Erzya-Russian parallel corpus 1.0 (test)

Erzya NMT system

19.68BLEU

4

Feb 27, 2026

Multi-domain IT, Koran, Law, Medical (test)

47.94IT Domain Score

4

Feb 26, 2026

WMT Source-Original 14/16 (Src-Ori)

34.9SacreBLEU (En-Fr =>)

4

Feb 26, 2026

Page 44 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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