Machine Translation on Mongolian News Articles Mongolian-to-English
0.47COMETKiwiCoPiT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoPiTBackbone=GPT-4.1, Mode=Zero-shot2026.07 | 0.47 | 4.33 | 4.56 | |
| CoPiTBackbone=Ministral-3 (14B), Mode=Fine-tuned2026.07 | 0.461 | 4.22 | 4.44 | |
| CoPiTBackbone=Ministral-3 (3B), Mode=Fine-tuned2026.07 | 0.402 | 2.78 | 3.22 | |
| CoPiTBackbone=Qwen-3 (30B), Mode=Fine-tuned2026.07 | 0.36 | 2.33 | 3.44 | |
| DirectBackbone=Ministral-3 (14B)2026.07 | 0.36 | 1.56 | 2.44 | |
| CoPiTBackbone=Qwen-3 (4B), Mode=Fine-tuned2026.07 | 0.352 | 2.44 | 3 | |
| DirectBackbone=Ministral-3 (3B)2026.07 | 0.315 | 1.22 | 2.67 | |
| CoPiTBackbone=Ministral-3 (14B), Mode=Zero-shot2026.07 | 0.309 | 2.11 | 2.33 | |
| CoPiTBackbone=Ministral-3 (3B), Mode=Zero-shot2026.07 | 0.291 | 1.22 | 2.89 | |
| DirectBackbone=GPT-4.12026.07 | 0.27 | 1.44 | 2.67 | |
| CoPiTBackbone=Qwen-3 (30B), Mode=Zero-shot2026.07 | 0.25 | 2.11 | 3 | |
| DirectBackbone=Qwen-3 (30B)2026.07 | 0.204 | 1.11 | 2.33 | |
| CoPiTBackbone=Qwen-3 (4B), Mode=Zero-shot2026.07 | 0.183 | 1 | 2 | |
| DirectBackbone=Qwen-3 (4B)2026.07 | 0.078 | 1.33 | 1.89 |