Machine Translation on Mongolian News Articles Mongolian-to-Russian
0.449COMETKiwiCoPiT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoPiTBackbone=Ministral-3 (14B), Mode=Fine-tuned2026.07 | 0.449 | 3.67 | 3.89 | |
| DirectBackbone=GPT-4.12026.07 | 0.429 | 1.44 | 2.67 | |
| CoPiTBackbone=GPT-4.1, Mode=Zero-shot2026.07 | 0.399 | 4 | 4.44 | |
| DirectBackbone=Ministral-3 (14B)2026.07 | 0.36 | 1 | 1.33 | |
| CoPiTBackbone=Ministral-3 (14B), Mode=Zero-shot2026.07 | 0.349 | 1.89 | 2.11 | |
| CoPiTBackbone=Ministral-3 (3B), Mode=Fine-tuned2026.07 | 0.338 | 1.89 | 2.22 | |
| CoPiTBackbone=Qwen-3 (30B), Mode=Fine-tuned2026.07 | 0.301 | 1.89 | 2.22 | |
| CoPiTBackbone=Qwen-3 (4B), Mode=Fine-tuned2026.07 | 0.28 | 1.22 | 1.33 | |
| CoPiTBackbone=Ministral-3 (3B), Mode=Zero-shot2026.07 | 0.237 | 1 | 1 | |
| DirectBackbone=Ministral-3 (3B)2026.07 | 0.228 | 1.11 | 1.33 | |
| CoPiTBackbone=Qwen-3 (30B), Mode=Zero-shot2026.07 | 0.211 | 1.56 | 2.67 | |
| DirectBackbone=Qwen-3 (4B)2026.07 | 0.167 | 1 | 1 | |
| DirectBackbone=Qwen-3 (30B)2026.07 | 0.156 | 1 | 1 | |
| CoPiTBackbone=Qwen-3 (4B), Mode=Zero-shot2026.07 | 0.124 | 1 | 1 |