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Machine Translation research benchmarks – Page 55 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

en-zh stylized (test)

3.6Modern Score (M)

2

Feb 26, 2026

GENIE WMT19 (test)

Khashabi et al.

71Human Score

2

Feb 26, 2026

FLORES-101 source: mr (devtest)

14.1spBLEU (ar)

2

Feb 27, 2026

FLORES-101 source: ja (devtest)

12.6spBLEU - ar

2

Feb 27, 2026

FLORES-101 source: it (devtest)

22spBLEU (ar)

2

Feb 27, 2026

WMT fr-en 2014 (test)

35.56BLEU Score

2

Feb 26, 2026

WMT Lithuanian-English 19

Xia et al. (2019)

35.6BLEU

2

Feb 26, 2026

WMT Finnish-English (fi-en) 19

Xia et al. (2019)

31.9BLEU

2

Feb 26, 2026

WMT German-English (de-en) 19

Xia et al. (2019)

42.8BLEU

2

Feb 26, 2026

TED bilingual X-En

44.72Score (Es->En)

2

Feb 26, 2026

TED bilingual En-X

42.5Score (ES)

2

Feb 26, 2026

DE,RO-EN balanced

8.82Inference ECE

2

Feb 26, 2026

11.37Inference ECE

2

Feb 26, 2026

12.63Inference ECE

2

Feb 26, 2026

9.67Inference ECE

2

Feb 26, 2026

IWSLT'14 + WMT'16 Balanced (test)

Masked Label Smoothing

33.53BLEU (DE,RO->EN)

2

Feb 26, 2026

IWSLT'14 + WMT'16 original (test)

Masked Label Smoothing

34.1BLEU (DE,RO->EN)

2

Feb 26, 2026

WMT20 EN-JA (test)

20.3BLEU

2

Feb 26, 2026

Tigrinya-English Ti → En 1.0 (Human evaluation)

2.78Sentence Score

2

Feb 26, 2026

English-Tigrinya En → Ti 1.0 (Human evaluation)

2.33Sentence Score

2

Feb 26, 2026

Tigrinya-Amharic Ti → Am 1.0 (Human evaluation)

1.94Sentence Score

2

Feb 26, 2026

Amharic-Tigrinya Am → Ti 1.0 (Human evaluation)

1.94Sentence Score

2

Feb 26, 2026

IWSLT'15 En-Vi TED tst2013 (test)

Parallelized LMU

25.5BLEU (Case Sensitive)

2

Feb 26, 2026

WMT 2018 (test)

21.9Score (En->Et)

2

Feb 27, 2026

Data Diversification

8.2detokenized SacreBLEU

2

Feb 27, 2026

Page 55 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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