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Machine Translation research benchmarks – Page 45 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WMT Target-Original 14/16 (Trg-Ori)

38SacreBLEU (En->Fr)

4

Feb 26, 2026

WMT 14 16 (Full set)

36.8SacreBLEU (En-Fr =>)

4

Feb 26, 2026

English-Amharic (evaluation)

3.25Sentence Score

4

Feb 26, 2026

Amharic-English (evaluation)

2.68Sentence Score

4

Feb 26, 2026

WMT Zh→En 2019 (test)

4.41Adequacy

4

Feb 26, 2026

Japanese-Chinese (ZH-JA) parallel corpus

28.54BLEU

4

Feb 26, 2026

IIT-Bombay Hindi-English Parallel Corpus 18 (test)

Multi-way Transformer-Base

20.17BLEU

4

Feb 26, 2026

Ro-En (unsupervised)

BERT-fused model

33.2BLEU Score

4

Feb 26, 2026

En-Ro unsupervised

BERT-fused model

36.02BLEU Score

4

Feb 26, 2026

Fr-En unsupervised

BERT-fused model

35.62BLEU Score

4

Feb 26, 2026

En-Fr unsupervised

BERT-fused model

38.27BLEU

4

Feb 26, 2026

LayerNorm-simple

0.316BLEU Score

4

Feb 26, 2026

35.6BLEU

4

Feb 26, 2026

WAT2017 Small-NMT English-Japanese (En-Ja) (test)

43.68BLEU

4

Feb 26, 2026

WMT'14 English-German (En-De) (test)

Levenshtein Transformer

27.27BLEU

4

Feb 26, 2026

WMT EN-CS 14 (test)

Evolved Transformer

28.2BLEU

4

Feb 26, 2026

WMT'14 EN-CS (val)

Evolved Transformer

4.38Perplexity

4

Feb 26, 2026

WMT EN-FR 14 (val)

Evolved Transformer

3.13Perplexity

4

Feb 26, 2026

40.21BLEU Score

4

Feb 26, 2026

41.68BLEU

4

Feb 26, 2026

24.4BLEU

4

Feb 26, 2026

English-Romanian news 2016 (dev)

Linguistic Input Features

50.1Perplexity

4

Feb 26, 2026

WMT En-Zh 2019 (newstest)

38.2SacreBLEU

4

Feb 26, 2026

WMT En-De 2020 (test)

34.4SacreBLEU

4

Feb 26, 2026

FLORES en->xx key noise (test)

-72.46Score (en->de)

4

Feb 26, 2026

Page 45 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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