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
| Model | chrF++ (FLORES-200 dev) | Licence |
|---|---|---|
| English to Bemba best scored translate-en-bem | 31.9 Usable | Apache-2.0 |
| French to Bemba translate-fr-bem | 27.4 Limited | Apache-2.0 |
| Swedish to Bemba translate-sv-bem | 26.5 Limited | Apache-2.0 |
| Finnish to Bemba translate-fi-bem | 25.6 Limited | Apache-2.0 |
From Bemba
| Model | chrF++ (FLORES-200 dev) | Licence |
|---|---|---|
| Bemba to English best scored translate-bem-en | 33.1 Usable | Apache-2.0 |
| Bemba to Spanish translate-bem-es | 27.1 Limited | Apache-2.0 |
| Bemba to Swedish translate-bem-sv | 26.1 Limited | Apache-2.0 |
| Bemba to French translate-bem-fr | 25.2 Limited | Apache-2.0 |
| Bemba to Finnish translate-bem-fi | 23.4 Limited | Apache-2.0 |
Scores: chrF++ on FLORES-200 dev, 48 sentences, measured 2026-08-04. Method.