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Papers Benchmarks Datasets Tasks

Machine Translation research benchmarks – Page 14 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

English-to-Kalamang

34.64chrF Score

12

Jun 5, 2026

Romansh-to-German Similar Varieties

54.64chrF

12

Jun 5, 2026

Romansh-to-German Seen Varieties

60.17chrF Score

12

Jun 5, 2026

Chintang (ctn) (test)

12.59BLEU

12

Jun 4, 2026

Xibe sjo (test)

10.81BLEU

12

Jun 4, 2026

WMT document-level Low Resource X→Zh 24++

83.8COMET-22 Score

12

Apr 27, 2026

WMT (document-level) Low Resource Zh→X 24++

81.59COMET-22

12

Apr 27, 2026

IWSLT DE→EN 14

33.61SacreBLEU

12

Apr 8, 2026

Gemini-2.5 Flash

49.26BLEU-4 (fil)

12

Apr 7, 2026

72.89Bn Score

12

Mar 27, 2026

German→Romansh human evaluation set (test)

Human reference

77Win Rate

12

Mar 27, 2026

German-Romansh varieties segment-level (test)

Human reference

72Win-rate

12

Mar 27, 2026

WMT De⇒En 2021 (test)

32.26BLEU

12

Feb 27, 2026

Virām 1.0 (test)

IndicTrans2 en indic 200 M (Upper Performance Boundary)

26.2BLEU

12

Feb 26, 2026

FLORES-200 eng → nya

13.82BLEU

12

Feb 27, 2026

FLORES-200 nya → eng

27.84BLEU

12

Feb 27, 2026

FLORES200 EN-TR

62.76chrF++

12

Feb 26, 2026

Gemini-2.0-flash

57.42chrF++

12

Feb 26, 2026

32.2SacreBLEU

12

Feb 26, 2026

ALL Average of two language pairs in four directions wmt22-comet-da

85.8COMET

12

Feb 26, 2026

TED data (test)

62.7ChrF++

12

Feb 26, 2026

Softmax Model (Decoupled) - supervised fine-tune

28.3RU-EN Score

12

Feb 26, 2026

WMT En-Ja 2023 (test)

88.5COMET

12

Feb 26, 2026

84COMET

12

Feb 26, 2026

88.2COMET

12

Apr 30, 2026

Page 14 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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