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Machine Translation research benchmarks – Page 18 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NIST Chinese-English MT08 (test)

40.45BLEU

11

Feb 26, 2026

WMT En-De 16 full (test)

30.1BLEU

11

Feb 26, 2026

IWSLT En-Fr 2017 (test)

40.02BLEU

11

May 7, 2026

newstest FI-EN 2019 (test)

Cycle translation + B/S construction + GMSE + reranking + system combination + post processing

33BLEU

11

Feb 26, 2026

newstest FI-EN 2018 (val)

Cycle translation + B/S construction + GMSE + reranking + system combination + post processing

26.7BLEU Score

11

Feb 26, 2026

newstest En-De 2015 (test)

Base Character-level NMT (Row e)

25.44BLEU

11

Feb 26, 2026

WMT'15 German-English (test)

32.1BLEU

11

Feb 26, 2026

Aya Language Families 23

59.3COMET (AUS)

11

Feb 26, 2026

Synthetic Image-to-Image Translation Dataset French-English

43.5BLEU

10

May 29, 2026

Met-BOUQuET Round 2 (test)

4.03Mean Score

10

Mar 18, 2026

Flores focus languages

Tiny Aya Global

19am

10

Mar 13, 2026

ZHUANGRULES Chinese → Zhuang

54.2BLEU

10

Mar 4, 2026

ZHUANGRULES Zhuang → Chinese

57.2BLEU

10

Mar 4, 2026

English-Tamil (All)

77BLEU

10

Feb 27, 2026

English-Tamil Image

70BLEU

10

Feb 27, 2026

English-Tamil (GIF)

1BLEU Score

10

Feb 27, 2026

Tamil-English (All)

6.47BLEU

10

Feb 27, 2026

Tamil-English Image

7.75BLEU Score

10

Feb 27, 2026

Tamil-English GIF

9.27BLEU

10

Feb 27, 2026

Seed-X-Challenge En->Zh

69.19BLEURT-20 Score

10

Feb 26, 2026

Seed-X-Challenge Zh->En

71.59BLEURT-20

10

Feb 26, 2026

67.21BLEURT-20

10

Feb 26, 2026

Cosine (7.5, 0)

49.86chrF

10

Feb 26, 2026

55.82chrF

10

Feb 26, 2026

AmericasNLP 2023 (dev)

36.24chrF++ (AYM)

10

Feb 26, 2026

Page 18 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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