Machine Translation on FLORES Medium Resource
38.33BLEU (En→X)Seed-X-PPO-7B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Seed-X-PPO-7B# Langs (Intersection)=27 (13/12/2)2025.11 | 38.33 | 40.63 | 23.12 | 34.95 | |
| X-ALMA-13B# Langs (Intersection)=40 (13/16/11)2025.11 | 35.12 | 41.53 | — | — | |
| LMT-60-8B# Langs (Intersection)=23 (13/9/1)2025.11 | 34.01 | 39.89 | 22 | 40.8 | |
| LMT-60-8B# Langs (Intersection)=27 (13/12/2)2025.11 | 33.91 | 40.79 | 22.32 | 41.21 | |
| LMT-60-8B# Langs (Intersection)=40 (13/16/11)2025.11 | 33.01 | 40.49 | — | — | |
| LMT-60-4B# Langs (Intersection)=27 (13/12/2)2025.11 | 32.83 | 40.77 | 21.38 | 41.23 | |
| LMT-60-4B# Langs (Intersection)=23 (13/9/1)2025.11 | 32.61 | 39.69 | 21.1 | 40.48 | |
| GemmaX2-28-9B# Langs (Intersection)=28 (13/8/7)2025.11 | 32.21 | 41.59 | 20.4 | 39.21 | |
| LMT-60-8B# Langs (Intersection)=54 (13/18/23)2025.11 | 32.11 | 40.22 | 20.08 | 40.77 | |
| LMT-60-8B# Langs (Intersection)=55 (13/18/24)2025.11 | 32.11 | 40.22 | 20.08 | 40.77 | |
| LMT-60-8B# Langs (Intersection)=59 (13/18/28)2025.11 | 32.11 | 40.22 | 20.08 | 40.77 | |
| LMT-60-4B# Langs (Intersection)=40 (13/16/11)2025.11 | 31.87 | 40.42 | — | — | |
| NLLB-54B# Langs (Intersection)=59 (13/18/28)2025.11 | 31.67 | 41.6 | 18.4 | 24.96 | |
| LMT-60-8B# Langs (Intersection)=10 (9/1/0)2025.11 | 31.36 | 31.66 | 24.2 | 39.34 | |
| Aya-expanse-8B# Langs (Intersection)=23 (13/9/1)2025.11 | 31.14 | 37.67 | 19.61 | 34.53 | |
| LMT-60-4B# Langs (Intersection)=54 (13/18/23)2025.11 | 30.96 | 40.11 | 19.13 | 40.61 | |
| LMT-60-4B# Langs (Intersection)=55 (13/18/24)2025.11 | 30.96 | 40.11 | 19.13 | 40.61 | |
| LMT-60-4B# Langs (Intersection)=59 (13/18/28)2025.11 | 30.96 | 40.11 | 19.13 | 40.61 | |
| TowerInstruct-13B# Langs (Intersection)=10 (9/1/0)2025.11 | 30.54 | 31.99 | 21.34 | 33.86 | |
| LMT-60-8B# Langs (Intersection)=28 (13/8/7)2025.11 | 30.22 | 38.22 | 20.12 | 40.17 | |
| LMT-60-8B# Langs (Intersection)=35 (13/9/13)2025.11 | 30.22 | 38.47 | 19.88 | 40.27 | |
| LMT-60-4B# Langs (Intersection)=10 (9/1/0)2025.11 | 29.38 | 30.95 | 23.2 | 38.59 | |
| LMT-60-4B# Langs (Intersection)=28 (13/8/7)2025.11 | 28.96 | 37.87 | 19.21 | 39.66 | |
| LMT-60-4B# Langs (Intersection)=35 (13/9/13)2025.11 | 28.92 | 38.12 | 18.95 | 39.84 | |
| LLaMAX3-Alpaca# Langs (Intersection)=55 (13/18/24)2025.11 | 22.53 | 34.46 | 9.41 | 25.61 | |
| Hunyuan-MT-7B# Langs (Intersection)=35 (13/9/13)2025.11 | 21.24 | 27.38 | 14.27 | 26.48 | |
| Aya-101-13B# Langs (Intersection)=54 (13/18/23)2025.11 | 20.02 | 32.61 | 10.33 | 24.01 |