| 排名Rank | 综合排名 / 区间Overall Rank / Range | 模型Model | 确认成功Confirmed Success | 赞扬/抱怨Praise vs Complaint | 可控性Steerability | Bash 恢复Bash Recovery | 工具幻觉Tool Hallucination | 会话数Sessions | |
|---|---|---|---|---|---|---|---|---|---|
| 6 | 6 4 - 8 |
Kimi K3 (Max)
月之暗面 · Kimi K3 license
|
9.22%±0.61% | 17.88%±1.22% | 17.03%±2.15% | 1.99%±1.23% | 8.20%±0.53% | 1.02%±0.16% | 92.3K |
| 12 | 12 7 - 18 |
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
|
6.58%±1.09% | 13.63%±2.20% | 5.80%±3.69% | 2.50%±2.45% | 9.98%±0.88% | 1.02%±0.16% | 20.4K |
| 16 | 16 8 - 18 |
GLM 5.2 (Max)
智谱 ZAI · MIT
|
5.94%±0.79% | 7.82%±1.74% | 9.28%±2.74% | 5.88%±1.49% | 5.72%±0.93% | 1.02%±0.16% | 61.3K |
| 20 | 20 16 - 28 |
GLM 5.3 (Max)
智谱 ZAI · MIT
|
3.91%±0.92% | 13.31%±1.90% | 4.75%±3.06% | 0.35%±2.02% | 0.82%±0.91% | 1.02%±0.16% | 30.1K |
| 22 | 22 19 - 29 |
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
|
3.07%±0.77% | 7.43%±1.84% | 1.79%±2.51% | 1.00%±1.60% | 4.12%±0.65% | 1.01%±0.16% | 47.6K |
| 26 | 26 19 - 35 |
Kimi K2.7 Code
月之暗面 · Modified MIT
|
1.71%±2.27% | 2.87%±4.95% | 1.04%±7.61% | 5.60%±5.20% | 1.97%±2.66% | 1.02%±0.16% | 11.1K |
| 27 | 27 20 - 33 |
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
|
1.56%±1.47% | 8.05%±3.39% | 0.10%±4.76% | 0.89%±3.30% | 1.30%±1.27% | 0.25%±0.32% | 10.6K |
| 30 | 30 20 - 38 |
Kimi K2.6
月之暗面 · Modified MIT
|
0.65%±2.47% | 2.73%±5.20% | 4.15%±7.94% | 8.53%±5.44% | 7.71%±5.00% | 1.02%±0.16% | 11.3K |
| 32 | 32 24 - 36 |
DeepSeek V4 Pro
DeepSeek · MIT
|
0.20%±0.95% | 2.69%±2.42% | 1.93%±3.04% | 1.31%±1.83% | 4.73%±0.95% | 0.19%±0.25% | 30.6K |
| 33 | 33 29 - 36 |
GLM 5.1
智谱 ZAI · MIT
|
0.79%±0.84% | 0.72%±1.87% | 0.79%±2.46% | 0.00%±1.64% | 2.90%±1.74% | 0.98%±0.50% | 71.9K |
| 35 | 35 27 - 42 |
Hy3
腾讯 · Apache 2.0
|
1.19%±1.28% | 2.86%±2.87% | 2.96%±4.07% | 0.46%±2.60% | 0.97%±2.07% | 1.57%±0.64% | 22.2K |
| 39 | 39 33 - 42 |
Mimo V2.5 Pro
小米 · MIT
|
2.68%±0.93% | 3.82%±2.29% | 7.44%±2.81% | 2.31%±1.75% | 0.30%±1.47% | 0.14%±0.34% | 34.9K |
| 40 | 40 34 - 42 |
Minimax M3
MiniMax · MiniMax Community License
|
2.79%±0.89% | 5.87%±2.30% | 8.82%±2.73% | 5.50%±1.77% | 5.69%±0.83% | 0.55%±0.26% | 34.3K |
| 43 | 43 41 - 46 |
Mistral Medium 3.5
Mistral · Modified MIT
|
5.76%±1.82% | 13.60%±4.36% | 12.05%±4.98% | 2.10%±4.20% | 2.53%±2.78% | 2.71%±1.64% | 6.7K |
| 44 | 44 41 - 46 |
Inkling Small
Thinky · Apache 2.0
|
6.18%±1.89% | 18.21%±5.24% | 18.38%±5.05% | 6.52%±4.96% | 11.94%±1.54% | 0.27%±0.46% | 9.2K |
| 45 | 45 43 - 46 |
Inkling
Thinky · Apache 2.0
|
6.58%±1.04% | 12.10%±2.89% | 17.74%±3.00% | 10.94%±2.36% | 7.32%±1.08% | 0.54%±0.21% | 38.5K |
| 49 | 49 46 - 52 |
Minimax M2.7
MiniMax · Modified MIT
|
10.18%±1.16% | 12.93%±2.73% | 16.54%±3.01% | 4.76%±2.39% | 17.55%±2.83% | 0.88%±0.18% | 34.6K |
| 52 | 52 46 - 52 |
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
|
12.92%±2.46% | 15.58%±5.19% | 14.62%±6.39% | 7.70%±5.10% | 27.03%±6.89% | 0.33%±0.34% | 12.3K |
| 54 | 54 53 - 54 |
Gemma 4 31B
Google · Apache 2.0
|
21.31%±2.97% | 1.94%±1.98% | 3.87%±2.69% | 9.81%±2.07% | 60.51%±12.42% | 30.44%±7.12% | 56.7K |
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月之暗面
DeepSeek
智谱 ZAI
阿里巴巴
腾讯
小米
MiniMax
Mistral
NVIDIA
Google