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Machine Translation research benchmarks – Page 50 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Human Evaluation set en-te 1.0 (test)

2.79Gender Agreement

3

Feb 26, 2026

Human Evaluation en-ru 1.0 (test)

2.81Gender Agreement

3

Feb 26, 2026

Human Evaluation set en-pt 1.0 (test)

2.78Gender Agreement

3

Feb 26, 2026

Human Evaluation set en-pl 1.0 (test)

2.64Gender Agreement

3

Feb 26, 2026

Human Evaluation set en-ja 1.0 (test)

2.97Gender Agreement

3

Feb 26, 2026

Human Evaluation set en-it 1.0 (test)

2.77Gender Agreement Score

3

Feb 26, 2026

Human Evaluation set en-hi 1.0 (test)

2.89Gender Agreement

3

Feb 26, 2026

Human Evaluation set en-fr 1.0 (test)

2.96Gender Agreement

3

Feb 26, 2026

Human Evaluation en-es 1.0 (test)

2.66Gender Agreement

3

Feb 26, 2026

Human Evaluation en-de 1.0 (test)

2.84Gender Agreement

3

Feb 26, 2026

Human Evaluation en-cs 1.0 (test)

2.65Gender Agreement

3

Feb 26, 2026

Human Evaluation set en-ar 1.0 (test)

2.79Gender Agreement

3

Feb 26, 2026

Human Evaluation set en-am 1.0 (test)

2.85Gender Agreement

3

Feb 26, 2026

NLLB-200 202 languages (test)

54.5B MoE model

46.68chrF++ (High->High)

3

Feb 26, 2026

WMT biomedical 2018 (test)

30.3BLEU

3

Feb 26, 2026

WMT From-English 2022 (test)

61.7En->Zh Score

3

Feb 26, 2026

WMT To-English 2022 (test)

45.1Score (Zh->En)

3

Feb 26, 2026

WMT En-Ja 2022 (test)

42.5SacreBLEU

3

Feb 26, 2026

WMT En-Ru 2022 (test)

32.7SacreBLEU

3

Feb 26, 2026

WMT En-Cs 2022 (test)

41.4SacreBLEU

3

Feb 26, 2026

WMT Cs-En 2022 (test)

54.9SacreBLEU

3

Feb 26, 2026

WMT De-En 2022 (test)

33.7SacreBLEU

3

Feb 26, 2026

NIST Zh-En (ALL)

48.1BLEU

3

Feb 26, 2026

CoVoST 2, MuST-C, and Libri-Trans Combined (test)

34.6BLEU

3

Feb 26, 2026

Libri-Trans (test)

22.1BLEU (En-Fr)

3

Feb 26, 2026

Page 50 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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