| Rank | Compare | Model | Score |
|---|---|---|---|
| 1 |  Gemini 3.1 Pro Preview Google | 53.8% | |
| 2 |  GPT-5.3 Codex (Xhigh) OpenAI | 53.0% | |
| 3 |  KAT Coder Pro V2 KwaiKAT | 49.2% | |
| 4 |  Qwen3.7 Plus Alibaba | 47.0% | |
| 5 |  Kimi K2.7 Code Kimi | 44.7% | |
| 6 |  MiniMax-M3 MiniMax | 42.4% | |
| 7 | 40.9% | ||
| 8 | o3 OpenAI | 37.1% | |
| 9 | Gemma 4 31B (Reasoning) Google | 36.4% | |
| 10 | 36.4% | ||
| 11 | 35.6% | ||
| 12 | Qwen3.6 35B A3B (Reasoning) Alibaba | 34.8% | |
| 13 |  Mistral Medium 3.5 Mistral | 33.3% | |
| 14 |  North Mini Code Cohere | 31.1% | |
| 15 | 31.1% | ||
| 16 | 30.3% | ||
| 17 | 29.5% | ||
| 18 |  JT-35B-Flash China Mobile | 28.8% | |
| 19 |  Ring-2.6-1T InclusionAI | 28.8% | |
| 20 |  Doubao Seed Code ByteDance Seed | 26.5% | |
| 21 | 25.8% | ||
| 22 | Command A+ Cohere | 25.0% | |
| 23 | 25.0% | ||
| 24 | 25.0% | ||
| 25 | 24.2% | ||
| 26 | Qwen3.5 9B (Reasoning) Alibaba | 24.2% | |
| 27 | gpt-oss-120b (High) OpenAI | 23.5% | |
| 28 |  HyperNova 60B 2605 (High, Based on gpt-oss-120b) Multiverse Computing | 23.5% | |
| 29 |  Trinity Large Thinking Arcee AI | 22.7% | |
| 30 | 21.2% | ||
| 31 | Qwen3.5 Omni Plus Alibaba | 21.2% | |
| 32 |  EXAONE 4.5 33B (Reasoning) LG AI Research | 20.5% | |
| 33 | Gemma 4 12B (Reasoning) Google | 18.2% | |
| 34 | JT-MINI China Mobile | 18.2% | |
| 35 | Qwen3.5 4B (Reasoning) Alibaba | 18.2% | |
| 36 | Qwen3.5 9B (Non-reasoning) Alibaba | 18.2% | |
| 37 | Qwen3 Coder Next Alibaba | 18.2% | |
| 38 | Mistral Small 4 (Reasoning) Mistral | 17.4% | |
| 39 |  Nova 2.0 Lite (Medium) Amazon | 17.4% | |
| 40 | 17.4% | ||
| 41 |  Cogito v2.1 (Reasoning) Deep Cogito | 16.7% | |
| 42 | Nova 2.0 Lite (High) Amazon | 16.7% | |
| 43 | 16.7% | ||
| 44 |  Apriel-v1.6-15B-Thinker ServiceNow | 14.4% | |
| 45 | 13.6% | ||
| 46 | 13.6% | ||
| 47 | Magistral Medium 1.2 Mistral | 12.9% | |
| 48 | 12.1% | ||
| 49 | 12.1% | ||
| 50 | 11.4% |
