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Bemba translation and speech models bem

4 models into Bemba, 5 from Bemba. Best scored into Bemba: English to Bemba (chrF++ 31.9). Best scored from Bemba: Bemba to English (chrF++ 33.1).

Into Bemba

ModelchrF++ (FLORES-200 dev)Licence
English to Bemba best scored
translate-en-bem
31.9 UsableApache-2.0
French to Bemba
translate-fr-bem
27.4 LimitedApache-2.0
Swedish to Bemba
translate-sv-bem
26.5 LimitedApache-2.0
Finnish to Bemba
translate-fi-bem
25.6 LimitedApache-2.0

From Bemba

ModelchrF++ (FLORES-200 dev)Licence
Bemba to English best scored
translate-bem-en
33.1 UsableApache-2.0
Bemba to Spanish
translate-bem-es
27.1 LimitedApache-2.0
Bemba to Swedish
translate-bem-sv
26.1 LimitedApache-2.0
Bemba to French
translate-bem-fr
25.2 LimitedApache-2.0
Bemba to Finnish
translate-bem-fi
23.4 LimitedApache-2.0

Scores: chrF++ on FLORES-200 dev, 48 sentences, measured 2026-08-04. Method.