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Machine Translation research benchmarks – Page 27 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ConsistencyChecker Machine Translation

98Consistency Score

8

Feb 26, 2026

86.9Translation Rating (fra)

7

Jun 4, 2026

WMT English-Romanian (EN-RO) 2016

35.45BLEU Score

7

May 29, 2026

WMT English-Romanian (EN-RO) '16

4.6Relative Decoding Speed

7

May 29, 2026

WMT German-English 2014

5.5Relative Decoding Speed

7

May 29, 2026

WMT English-German 2014

5.1Relative Decoding Speed

7

May 29, 2026

Cultural Fidelity Hindi MT Full Set

74.48Full Accuracy

7

May 28, 2026

Cultural Fidelity Hindi MT Target Subset

64.4Gender Score

7

May 28, 2026

20.02BLEU

7

Apr 23, 2026

WMT News Commentary and IWSLT En-Ru 25

87.75COMET Score

7

Mar 27, 2026

WMT News Commentary and IWSLT En-Nl 25

89COMET Score

7

Mar 27, 2026

WMT News Commentary and IWSLT (En-It) 25

89.99COMET Score

7

Mar 27, 2026

WMT News Commentary and IWSLT En-Fr 25

86.65COMET Score

7

Mar 27, 2026

WMT News Commentary and IWSLT (En-Es) 25

88.51COMET Score

7

Mar 27, 2026

BOUQuET RG→DE (test)

Gemini 2.5 Flash

33.9BLEU

7

Mar 27, 2026

BOUQuET DE→RG (test)

LR→HR augmentation

33.1BLEU

7

Mar 27, 2026

denoising dequantization transform

26.28BLEU Score

7

Mar 11, 2026

WMT English-Romanian 16

33.4BLEU

7

Feb 27, 2026

JUST-NLP Shared Task Legal Machine Translation English-Hindi 2025 (test)

51.61BLEU

7

Feb 26, 2026

ZHUANGRULES zh2za 1.0 (test)

Qwen-2.5-72B-Instruct

74.3chrF++

7

Feb 26, 2026

ZHUANGRULES za2zh 1.0 (test)

Qwen-2.5-72B-Instruct

55.7chrF++

7

Feb 26, 2026

WMT De-En Medical 19

20.01SacreBLEU

7

Feb 26, 2026

WMT De-En (IT) 19

12.49SacreBLEU

7

Feb 26, 2026

WMT De-En Koran 19

7.4SacreBLEU

7

Feb 26, 2026

WMT De-En News 19

21.86SacreBLEU

7

Feb 26, 2026

Page 27 of 58

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