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
| Model | chrF++ (FLORES-200 dev) | Licence |
|---|---|---|
| French to Tumbuka best scored translate-fr-tum | 22.2 Limited | Apache-2.0 |
| Swedish to Tumbuka translate-sv-tum | 21.4 Limited | Apache-2.0 |
From Tumbuka
| Model | chrF++ (FLORES-200 dev) | Licence |
|---|---|---|
| Tumbuka to English best scored translate-tum-en | 25.9 Limited | Apache-2.0 |
| Tumbuka to Spanish translate-tum-es | 24.1 Limited | Apache-2.0 |
| Tumbuka to French translate-tum-fr | 22.5 Limited | Apache-2.0 |
| Tumbuka to Swedish translate-tum-sv | 21.4 Limited | Apache-2.0 |
Scores: chrF++ on FLORES-200 dev, 48 sentences, measured 2026-08-04. Method.