English-to-Chinese Translation on FLORES-200
91.42GRFReflectMT-Stage2(Our)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ReflectMT-Stage2(Our)Token=29.12026.04 | 91.42 | 1.33 | 84.72 | |
| Qwen3-8B(w/ refl)Token=726.28, reflection=true2026.04 | 90.78 | 1.67 | 84.72 | |
| DeepSeek-R1(w/ refl)Token=982.33, reflection=true2026.04 | 90.5 | 1.56 | 84.8 | |
| DeepSeek-R1Token=783.22026.04 | 90.23 | 1.8 | 83.17 | |
| QwQ-32B(w/ refl)Token=1007.71, reflection=true2026.04 | 89.86 | 2.11 | 82.94 | |
| Qwen3-8BToken=612.312026.04 | 89.49 | 1.61 | 84.64 | |
| ReflectMT-Stage1(Our)Token=24.882026.04 | 89.32 | 1.45 | 84.39 | |
| QwQ-32BToken=547.192026.04 | 89.03 | 2.19 | 82.84 | |
| Qwen2.5-14B(w/ refl)Token=183.86, reflection=true2026.04 | 88.19 | 1.67 | 84.47 | |
| ReflectMT-SFT(Cold Start)Token=24.092026.04 | 87.53 | 1.7 | 84.24 | |
| Marco-o1-7B(w/ refl)Token=720.18, reflection=true2026.04 | 86.84 | 1.86 | 83.55 | |
| ExTrans-7BToken=1232.432026.04 | 86.64 | 1.82 | 82.89 | |
| Qwen-7B-Adapt-RL†Token=172.99, thought_mode=adaptive2026.04 | 86.53 | 1.37 | 84.56 | |
| Qwen-7B-Full-RL‡Token=187.63, thought_mode=full2026.04 | 86.29 | 1.35 | 84.71 | |
| Qwen2.5-14BToken=29.592026.04 | 85.83 | 1.75 | 84.18 | |
| Qwen-7B-Adapt-LoRAToken=139.482026.04 | 85.65 | 1.6 | 83.22 | |
| DRT-7BToken=463.022026.04 | 85.15 | 2.22 | 82.85 | |
| Marco-o1-7BToken=535.62026.04 | 82.72 | 1.86 | 83.5 | |
| DeepTrans-7BToken=707.062026.04 | 82.36 | 2.58 | 81.92 | |
| Qwen-7B-InstructToken=25.692026.04 | 77.82 | 2.37 | 82.09 | |
| Llama3.1-8BToken=46.872026.04 | 75.82 | 2.2 | 82.49 |