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ResearchFormerly WizWand

Stylized Machine Translation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

MSMT Average (test)

59Human Style Accuracy

18

Jul 2, 2026

MSMT en-zh Modern (test)

29.73BLEU

8

Feb 26, 2026

MSMT en-pt, Brazilian (test)

34.27BLEU

4

Feb 26, 2026

MSMT en-pt, European (test)

0.338BLEU

4

Feb 26, 2026

MSMT zh-en Early (test)

17.72BLEU

4

Feb 26, 2026

MSMT en-zh Classical (test)

24.98BLEU

4

Feb 26, 2026

MSMT en-ko, Non-hono (test)

21.11BLEU

3

Feb 26, 2026

MSMT en-ko Honorific (test)

21.65BLEU

3

Feb 26, 2026

35 graphic design documents Long: 30+ pages

2.72Content Translation Score

2

Apr 30, 2026

35 graphic design documents Medium: 5-15 pages

2.25Content Translation Score

2

Apr 30, 2026

35 graphic design documents Short: 1-2 pages

2.53Content Translation Score

2

Apr 30, 2026