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Papers Benchmarks Datasets Tasks

Machine Translation research benchmarks – Page 31 · SOTA2 Research

Machine Translation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FLORES-200 kor → 27

28.3spBLEU

6

Mar 4, 2026

FLORES-200 jpn → 27

27.3spBLEU

6

Mar 4, 2026

FLORES-200 eng → 27

40.4spBLEU

6

Mar 4, 2026

Manchu-to-English

12.35BLEU

6

Feb 27, 2026

WMT Ro→En (+BT) 2016 (test)

39.1BLEU

6

Feb 27, 2026

87.5COMET

6

Feb 27, 2026

Italian ItaBench trans-mc

0.542Average Performance

6

Feb 26, 2026

FLORES-22 1.0 (Evaluation)

Finetuned (alternate with and w/o punct) (x)

0.195BLEU

6

Feb 26, 2026

IN22 General Domain 1.0

IndicTrans2 en indic 200 M (Original)

21.01BLEU

6

Feb 26, 2026

IN22 Conversational 1.0

IndicTrans2 en indic 200 M (Original)

18.95BLEU

6

Feb 26, 2026

Human Evaluation Average 2025 (test)

2.74Avg Human Eval Score

6

Feb 26, 2026

Human Evaluation EN⇒ZH 2025 (test)

2.61Human Evaluation Score

6

Feb 26, 2026

Human Evaluation ZH⇒EN 2025 (test)

3.01Human Evaluation Score

6

Feb 26, 2026

NTREX en-jp (test)

98.44Conformity

6

Feb 26, 2026

NTREX en-fr (test)

98.81Conformity

6

Feb 26, 2026

NTREX en-es (test)

98.81Conformity

6

Feb 26, 2026

NTREX en-ar (test)

97.46Conformity

6

Feb 26, 2026

GlossLM mid-high-resource languages

28.71BLEU (Urdu)

6

Feb 27, 2026

23.53BLEU (Swahili)

6

Feb 27, 2026

FLORES X→Eng (devtest)

0.889COMET Score (Low)

6

Feb 26, 2026

88.06COMET22

6

Feb 26, 2026

82.64COMET22

6

Feb 26, 2026

Tech Zh2En (test)

84.8DA

6

Feb 26, 2026

Literary Zh2En (test)

68.41DA

6

Feb 26, 2026

Flores Zh2En (test)

0.882DA

6

Feb 26, 2026

Page 31 of 58

Popular datasets

WMT FLORES IWSLT newstest Flores-200

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