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Papers Benchmarks Datasets Tasks

Machine Translation research benchmarks – Page 6 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FLORES-200 en→xx

96.93XCOMET Score

24

Feb 26, 2026

WMT 2023 (test)

88.5COMET

24

Feb 26, 2026

32.09SacreBLEU

24

Apr 8, 2026

denoising dequantization transform

30.17BLEU

24

Mar 11, 2026

81.11KIWI Score

23

Apr 28, 2026

Specialized Tasks Translation

37.1Translation Quality Score

23

Mar 16, 2026

79.23COMET

23

May 29, 2026

WMT en→ru (test)

30.96BLEU

23

May 26, 2026

mBART + MT* w/ adapters

36.2BLEU

23

Jun 16, 2026

39.1BLEU

23

Feb 26, 2026

En -> De (test)

60.23BLEU Score

23

Feb 26, 2026

IWSLT English-Vietnamese 2015 (tst2013)

29.12BLEU

23

Feb 26, 2026

Real-world translation benchmarks Ja→En

shisa-ai/shisa-v2.1-llama3.2-3b

4.589M-Prometheus (Macro Avg.)

22

Jun 23, 2026

13.27SacreBLEU

22

Jun 11, 2026

FLORES-200 CS-EN (test)

21.9BLEU

22

May 26, 2026

Machine Translation *-EN

ALIA 40B Instruct

37.85BLEU Score

22

Mar 31, 2026

Machine Translation *-ES

ALIA 40B Instruct

26.56BLEU Score

22

Mar 31, 2026

Machine Translation *-CA

Salamandra 7B Instruct

34.12BLEU

22

Mar 31, 2026

Machine Translation *-EU

ALIA 40B Instruct

15.78BLEU Score

22

Mar 31, 2026

WMT En-Zh 2023 (test)

Qwen-3 Chat (Q3-C-8B)

80.7KIWI Score

22

Feb 26, 2026

27.78SacreBLEU

22

Apr 8, 2026

28.3SacreBLEU

22

Apr 8, 2026

FLORES-200 (test)

98.04xCOMET (DE)

22

Feb 26, 2026

37.95BLEU Score

22

Feb 26, 2026

WMT19 Zh-En (test)

27.25BLEU

22

Feb 26, 2026

Page 6 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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