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Multilingual Machine Translation research benchmarks · SOTA2 Research

Multilingual Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FLORES+ (devtest)

Google Translate

47.42spBLEU

63

Feb 26, 2026

Transformer-subword

79.03Ar Score

16

Feb 26, 2026

OPUS-16 XX → En

30.38Score (High Tier)

10

Feb 26, 2026

OPUS-16 En → XX

27.88High Score

10

Feb 26, 2026

OPUS-100 Supervised x-en directions

20.1BLEU Score

2

Feb 26, 2026

OPUS-100 Supervised en-x directions

13.5BLEU

2

Feb 26, 2026

OPUS-100 Zero-shot directions (x-y)

72OTR

2

Feb 26, 2026

Popular datasets

OPUS-100 OPUS OPUS-7 OPUS-16 FLORES+

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