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Papers Benchmarks Datasets Tasks

Machine Translation research benchmarks – Page 4 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Multi30K eng → fra 2017 (test)

62.1BLEU

30

Jun 16, 2026

FLORES-101 (devtest)

50.7French (fr) Score

30

Feb 27, 2026

Multi30k En→Fr v1 2017 (test)

56BLEU

30

Feb 26, 2026

WMT newstest 2014

Ensemble of 8 LSTMs + PosUnk

37.5Tokenized BLEU

30

Feb 27, 2026

WMT De-En 22 (test)

M-DocRefine_doc+sent

88.14COMET

29

Feb 26, 2026

WMT English-German (EN-DE) 2014 (newstest2014)

RK2-block (learnable gamma_i)

30.77BLEU

29

Feb 26, 2026

Sumerian-English

Vanilla Transformer (+5xFT)

44.14BLEU

29

Feb 26, 2026

Faster Cascades

27.5BLEU

28

Jun 11, 2026

0.346COMET Score

28

Feb 26, 2026

WMT newstest (test)

Extract & Attend

35.41BLEU

28

Feb 26, 2026

WMT14 DE-EN (test)

32.7BLEU

28

Feb 27, 2026

BMELD Ch=>En (test)

27.58BLEU

28

Feb 26, 2026

BMELD (En=>Ch) (test)

32.87BLEU

28

Feb 26, 2026

BConTrasT De=>En (test)

62.17BLEU

28

Feb 26, 2026

38.3BLEU

28

Feb 26, 2026

FLORES Medium Resource

38.33BLEU (En→X)

27

Apr 27, 2026

FLORES High Resource

38.34En->X BLEU

27

Apr 27, 2026

WMT16 Ro-En (test)

General + In-Domain Pre-training

38.1BLEU

27

Feb 27, 2026

Salamandra 7B Instruct

29.94BLEU

27

Mar 31, 2026

NIST MT 06 2006 (test)

49.98BLEU

27

Feb 26, 2026

NIST MT 04 2004 (test)

0.506BLEU

27

Feb 26, 2026

denoising dequantization transform

34.04BLEU

27

Mar 11, 2026

FLORES-200 (devtest)

GRPO for Seq2Seq MT

4.88Delta chrF++

26

May 18, 2026

WMT German-English 16 (test)

2.496Speedup ratio

26

Apr 8, 2026

90.08COMETkiwi

26

Apr 28, 2026

Page 4 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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