Machine Translation on WMT General 2025
63.86XCOMET-XXL ScoreHy-MT2-7B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Hy-MT2-7B2026.05 | 63.86 | 71.21 | 82.24 | — | |
| Hy-MT2-30B-A3B2026.05 | 62.89 | 71.08 | 84.34 | — | |
| HY-MT1.5-7B2026.05 | 61.59 | 68.85 | 75.91 | — | |
| translategemma-27b-it2026.05 | 58.02 | 66.08 | 81.24 | — | |
| Qwen3 4B (RLSR)Rewriting Model=Qwen3 4B (RLSR), Rewriting Prompt=Easy Translate, Downstream MT Model=Translategemma 27B2026.06 | 57.9 | — | 5.69 | 5.04 | |
| Gemini 3.1 ProThinking Mode=true2026.05 | 57.58 | 69.06 | 82.23 | — | |
| No-rewritingRewriting Model=None, Rewriting Prompt=None, Downstream MT Model=Translategemma 27B2026.06 | 57.45 | — | 5.97 | 5.11 | |
| GPT-5.5Thinking Mode=true2026.05 | 56.68 | 69.31 | 83.29 | — | |
| GPT-5.5Thinking Mode=false2026.05 | 56.41 | 69.15 | 83.41 | — | |
| Qwen3.5-397B-A17BThinking Mode=false2026.05 | 55.79 | 68.8 | 83.14 | — | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Simplification, Downstream MT Model=Translategemma 27B2026.06 | 55.62 | — | 6.33 | 5.38 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Easy Translate, Downstream MT Model=Translategemma 27B2026.06 | 55.35 | — | 6.01 | 5.33 | |
| Qwen3.5-397B-A17BThinking Mode=true2026.05 | 54.95 | 68.63 | 81.37 | — | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Easy Translate, Downstream MT Model=Translategemma 27B2026.06 | 54.87 | — | 6.15 | 6.54 | |
| DeepSeek-V4-ProThinking Mode=true2026.05 | 54.83 | 68.25 | 81.99 | — | |
| Kimi K2.6Thinking Mode=true2026.05 | 54.48 | 68.64 | 81.68 | — | |
| Gemma4-31BThinking Mode=true2026.05 | 54.48 | 67.12 | 79.59 | — | |
| GLM5.1Thinking Mode=true2026.05 | 54.23 | 68.39 | 80.71 | — | |
| DeepSeek-V4-ProThinking Mode=false2026.05 | 53.97 | 67.58 | 79.09 | — | |
| HY-MT1.5-1.8B2026.05 | 53.08 | 61.95 | 63.58 | — | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Simplification, Downstream MT Model=Translategemma 27B2026.06 | 52.62 | — | 6.23 | 5.79 | |
| Gemma4-31BThinking Mode=false2026.05 | 52.49 | 65.66 | 75.75 | — | |
| Qwen3 4B (RLSR)Rewriting Model=Qwen3 4B (RLSR), Rewriting Prompt=Easy Translate, Downstream MT Model=Gemma4 31B2026.06 | 52.35 | — | 6 | 6.64 | |
| Gemma4-26B-A4BThinking Mode=true2026.05 | 52.13 | 65.4 | 77.73 | — | |
| No-rewritingRewriting Model=None, Rewriting Prompt=None, Downstream MT Model=Gemma4 31B2026.06 | 51.73 | — | 6.38 | 6.83 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Simplification, Downstream MT Model=Gemma4 31B2026.06 | 51.43 | — | 6.19 | 6.63 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Easy Translate, Downstream MT Model=Gemma4 31B2026.06 | 51.41 | — | 6.09 | 6.54 | |
| Qwen3.6-35B-A3BThinking Mode=false2026.05 | 51.11 | 66.7 | 75.28 | — | |
| Qwen3.6-35B-A3BThinking Mode=true2026.05 | 50.75 | 65.24 | 73.42 | — | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Easy Translate, Downstream MT Model=Gemma4 31B2026.06 | 50.45 | — | 7.01 | 6.75 | |
| Hy-MT2-1.8B2026.05 | 50.3 | 64.59 | 70.36 | — | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Easy Translate, Downstream MT Model=Gemma3 27B2026.06 | 50.08 | — | 7.23 | 6.63 | |
| Qwen3 4B (RLSR)Rewriting Model=Qwen3 4B (RLSR), Rewriting Prompt=Easy Translate, Downstream MT Model=Gemma3 27B2026.06 | 50.04 | — | 7.36 | 6.99 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Simplification, Downstream MT Model=Gemma3 27B2026.06 | 49.92 | — | 8.18 | 6.82 | |
| Kimi K2.6Thinking Mode=false2026.05 | 49.76 | 66.08 | 76.84 | — | |
| GLM5.1Thinking Mode=false2026.05 | 49.71 | 65.41 | 73.7 | — | |
| Gemma4-26B-A4BThinking Mode=false2026.05 | 49.62 | 64.22 | 74.36 | — | |
| No-rewritingRewriting Model=None, Rewriting Prompt=None, Downstream MT Model=Gemma3 27B2026.06 | 49.22 | — | 8.73 | 7.19 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Paraphrase, Downstream MT Model=Translategemma 27B2026.06 | 49.12 | — | 7 | 5.57 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Simplification, Downstream MT Model=Gemma4 31B2026.06 | 49.07 | — | 6.91 | 6.97 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Easy Translate, Downstream MT Model=Gemma3 27B2026.06 | 48.85 | — | 8.99 | 7.1 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Paraphrase, Downstream MT Model=Translategemma 27B2026.06 | 48.15 | — | 6.99 | 5.83 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Simplification, Downstream MT Model=Gemma3 27B2026.06 | 47.66 | — | 10.01 | 7.12 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Paraphrase, Downstream MT Model=Gemma4 31B2026.06 | 45.67 | — | 8.27 | 6.87 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Paraphrase, Downstream MT Model=Gemma4 31B2026.06 | 44.85 | — | 7.54 | 7.02 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Paraphrase, Downstream MT Model=Gemma3 27B2026.06 | 44.43 | — | 9.82 | 7.01 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Paraphrase, Downstream MT Model=Gemma3 27B2026.06 | 43.85 | — | 9.14 | 7.18 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Easy Translate, Downstream MT Model=Qwen3 30B2026.06 | 42.25 | — | 13.98 | 9.01 | |
| Qwen3 4B (RLSR)Rewriting Model=Qwen3 4B (RLSR), Rewriting Prompt=Easy Translate, Downstream MT Model=Qwen3 30B2026.06 | 42.21 | — | 13.92 | 9.21 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Simplification, Downstream MT Model=Qwen3 30B2026.06 | 42.16 | — | 15.03 | 8.97 | |
| Microsoft-Translator2026.05 | 42.01 | 60.21 | 67.63 | — | |
| No-rewritingRewriting Model=None, Rewriting Prompt=None, Downstream MT Model=Qwen3 30B2026.06 | 41.25 | — | 15.62 | 9.62 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Easy Translate, Downstream MT Model=Qwen3 30B2026.06 | 41.2 | — | 15.61 | 9.12 | |
| Tower-Plus-72B2026.05 | 41 | 55.54 | 54.85 | — | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Simplification, Downstream MT Model=Qwen3 30B2026.06 | 40.2 | — | 16.1 | 9.26 | |
| Gemma4-E4BThinking Mode=true2026.05 | 39.7 | 56.48 | 62.34 | — | |
| Gemma4-E4BThinking Mode=false2026.05 | 38.36 | 55.45 | 59.95 | — | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Paraphrase, Downstream MT Model=Qwen3 30B2026.06 | 38 | — | 16.55 | 9.18 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Paraphrase, Downstream MT Model=Qwen3 30B2026.06 | 37.19 | — | 17.08 | 9.33 | |
| Gemma4-E2BThinking Mode=true2026.05 | 37.07 | 53.51 | 57.21 | — | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Easy Translate, Downstream MT Model=Qwen3 4B SFT-RL2026.06 | 36.85 | — | 17.01 | 10.31 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Simplification, Downstream MT Model=Qwen3 4B SFT-RL2026.06 | 36.46 | — | 18.94 | 10.53 | |
| Qwen3 4B (RLSR)Rewriting Model=Qwen3 4B (RLSR), Rewriting Prompt=Easy Translate, Downstream MT Model=Qwen3 4B SFT-RL2026.06 | 36.4 | — | 17.22 | 10.25 | |
| No-rewritingRewriting Model=None, Rewriting Prompt=None, Downstream MT Model=Qwen3 4B SFT-RL2026.06 | 36.12 | — | 19.05 | 10.95 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Easy Translate, Downstream MT Model=Qwen3 4B SFT-RL2026.06 | 36.02 | — | 19.19 | 10.72 | |
| Gemma4-E2BThinking Mode=false2026.05 | 35.6 | 51.83 | 54.35 | — | |
| iFLYTEK-Translator2026.05 | 35.1 | 56.15 | — | — | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Simplification, Downstream MT Model=Qwen3 4B SFT-RL2026.06 | 34.7 | — | 19.21 | 10.8 | |
| Qwen3 4B (RLSR)Rewriting Model=Qwen3 4B (RLSR), Rewriting Prompt=Easy Translate, Downstream MT Model=Qwen3 4B2026.06 | 34.02 | — | 19.94 | 11.19 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Paraphrase, Downstream MT Model=Qwen3 4B SFT-RL2026.06 | 33.84 | — | 18.78 | 10.59 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Easy Translate, Downstream MT Model=Qwen3 4B2026.06 | 33.77 | — | 20.1 | 11.41 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Simplification, Downstream MT Model=Qwen3 4B2026.06 | 33.43 | — | 20.76 | 11.95 | |
| Doubao-Translator2026.05 | 33.13 | 54.52 | 49.75 | — | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Paraphrase, Downstream MT Model=Qwen3 4B SFT-RL2026.06 | 32.93 | — | 19.86 | 10.69 | |
| No-rewritingRewriting Model=None, Rewriting Prompt=None, Downstream MT Model=Qwen3 4B2026.06 | 32.88 | — | 22.81 | 12.37 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Easy Translate, Downstream MT Model=Qwen3 4B2026.06 | 32.79 | — | 21.99 | 13.06 | |
| Qwen3 235BRewriting Model=Qwen3 235B, Rewriting Prompt=Paraphrase, Downstream MT Model=Qwen3 4B2026.06 | 32.12 | — | 22.97 | 14.14 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Simplification, Downstream MT Model=Qwen3 4B2026.06 | 31.71 | — | 23.16 | 14.02 | |
| Qwen3 4BRewriting Model=Qwen3 4B, Rewriting Prompt=Paraphrase, Downstream MT Model=Qwen3 4B2026.06 | 31.05 | — | 23.45 | 14.94 |