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Tumbuka translation and speech models tum

2 models into Tumbuka, 4 from Tumbuka. Best scored into Tumbuka: French to Tumbuka (chrF++ 22.2). Best scored from Tumbuka: Tumbuka to English (chrF++ 25.9).

Into Tumbuka

ModelchrF++ (FLORES-200 dev)Licence
French to Tumbuka best scored
translate-fr-tum
22.2 LimitedApache-2.0
Swedish to Tumbuka
translate-sv-tum
21.4 LimitedApache-2.0

From Tumbuka

ModelchrF++ (FLORES-200 dev)Licence
Tumbuka to English best scored
translate-tum-en
25.9 LimitedApache-2.0
Tumbuka to Spanish
translate-tum-es
24.1 LimitedApache-2.0
Tumbuka to French
translate-tum-fr
22.5 LimitedApache-2.0
Tumbuka to Swedish
translate-tum-sv
21.4 LimitedApache-2.0

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