Machine Translation on FLORES200 EN-FI
62.57chrF++Seed-X-PPO-7B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Seed-X-PPO-7BSystem Category=Large Models or Extensive Data, Model Group=Translation-specific LLMs2026.02 | 62.57 | 85.53 | 95.32 | |
| OpenAI GPT-5.2System Category=Large Models or Extensive Data, Model Group=General-purpose LLMs2026.02 | 59.56 | 86.53 | 96.01 | |
| Gemini-2.0-flashSystem Category=Large Models or Extensive Data, Model Group=General-purpose LLMs2026.02 | 58.09 | 85.72 | 95.83 | |
| DeepSeek-V3.2System Category=Large Models or Extensive Data, Model Group=General-purpose LLMs2026.02 | 56.53 | 84.71 | 94.7 | |
| PEGRL-8BSystem Category=Resource-Constrained, Model Group=Ours2026.02 | 46.62 | 79.07 | 86.5 | |
| Qwen3-32BSystem Category=Resource-Constrained, Model Group=General-purpose LLMs2026.02 | 46.61 | 71.1 | 78.55 | |
| Qwen3-14BSystem Category=Resource-Constrained, Model Group=General-purpose LLMs2026.02 | 46.48 | 70.06 | 77.34 | |
| MT-R1-Zero-8BSystem Category=Resource-Constrained, Model Group=MT-R1-Zero2026.02 | 44.51 | 72.42 | 78.78 | |
| TowerInstruct-13B-v0.1System Category=Large Models or Extensive Data, Model Group=Translation-specific LLMs2026.02 | 43.96 | 68.79 | 76.29 | |
| Qwen3-8BSystem Category=Resource-Constrained, Model Group=General-purpose LLMs2026.02 | 43.28 | 61.77 | 66.72 | |
| PEGRL-4BSystem Category=Resource-Constrained, Model Group=Ours2026.02 | 42.65 | 73.78 | 79.99 | |
| MT-R1-Zero-4BSystem Category=Resource-Constrained, Model Group=MT-R1-Zero2026.02 | 40.49 | 65.2 | 69.41 | |
| Qwen3-4BSystem Category=Resource-Constrained, Model Group=General-purpose LLMs2026.02 | 36.79 | 46.87 | 48.77 |