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Machine Translation research benchmarks – Page 39 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Sub. En-De out-of-domain WMT14 (test)

15.4BLEU

5

Feb 26, 2026

Kor. En-De out-of-domain WMT14 trained (test)

Mask-Predict + LFR

8.9BLEU

5

Feb 26, 2026

Med. En-De out-of-domain WMT14 (test)

30.8BLEU

5

Feb 26, 2026

Law En-De out-of-domain WMT14 (test)

41.5BLEU Score

5

Feb 26, 2026

WMT14 En-De (newstest)

28.26BLEU

5

Feb 26, 2026

59.1BLEU

5

Feb 26, 2026

34.4BLEU

5

Feb 26, 2026

WMT19 En-De (test)

Supervised Model

35HQ Score (R)

5

Feb 26, 2026

Masked Label Smoothing (MLS)

21.23BLEU

5

Feb 26, 2026

WMT En-De (S) Multiple References 19 (test)

General + In-Domain + Input Adapt

75.6BLEU

5

Feb 26, 2026

WMT En-De Multiple References 19 (test)

General + In-Domain

80.1BLEU

5

Feb 26, 2026

WMT De-En 19 (test)

41.4BLEU

5

Feb 26, 2026

WMT En-Ro 16 (test)

General + In-Domain Pre-training

38BLEU

5

Feb 26, 2026

English-Nepali (En-Ne) (test)

28.6Entity Translation Accuracy

5

Feb 26, 2026

English-Ukrainian (En-Uk) (test)

61.9Entity Translation Accuracy

5

Feb 26, 2026

11.6BLEU

5

Feb 26, 2026

19.7BLEU

5

Feb 26, 2026

Arabic Dialects Doha, Beirut, Rabat, Tunis

10Avg C Score

5

Feb 27, 2026

English-Tunis Arabic

4.6BLEU

5

Feb 27, 2026

English-Rabat Arabic

7.4BLEU

5

Feb 27, 2026

English-Beirut Arabic

8.1BLEU

5

Feb 27, 2026

English-Doha Arabic

20.1BLEU

5

Feb 27, 2026

English-Nynorsk (NN)

16.6BLEU

5

Feb 27, 2026

WMT Chinese-English (Zh-En) 2019 20.4M sentence pairs (test)

27.61BLEU

5

Feb 26, 2026

IWSLT17 Arabic-English (test)

33.72BLEU

5

Feb 26, 2026

Page 39 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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