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
5 5
1 - 9
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.43%±1.04% 15.32%±2.05% 20.17%±3.75% 7.54%±1.90% 7.92%±0.82% 1.18%±0.17% 28.2K
13 13
8 - 17
GLM 5.2 (Max)
智谱 ZAI · MIT
6.67%±0.89% 8.43%±1.87% 11.78%±3.15% 6.11%±1.57% 5.85%±1.10% 1.18%±0.17% 52.8K
18 18
15 - 22
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.93%±0.83% 9.14%±1.96% 2.39%±2.74% 2.83%±1.63% 4.14%±0.71% 1.17%±0.17% 33.1K
23 23
17 - 31
Kimi K2.7 Code
月之暗面 · Modified MIT
1.03%±2.11% 4.62%±4.45% 2.95%±7.20% 2.04%±4.74% 1.58%±2.58% 1.18%±0.17% 11.0K
24 24
21 - 30
GLM 5.1
智谱 ZAI · MIT
0.53%±0.80% 1.71%±1.80% 0.97%±2.54% 1.46%±1.45% 0.97%±1.43% 0.51%±0.36% 71.1K
26 26
21 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.07%±0.86% 2.24%±2.19% 3.05%±2.75% 0.63%±1.58% 3.98%±0.98% 0.33%±0.27% 29.9K
29 29
20 - 36
Kimi K2.6
月之暗面 · Modified MIT
0.63%±2.27% 0.71%±4.58% 1.79%±7.18% 1.04%±4.81% 5.80%±4.36% 1.18%±0.17% 11.1K
30 30
23 - 36
Hy3
腾讯 · Apache 2.0
1.30%±1.28% 2.41%±2.82% 2.27%±4.43% 8.52%±2.39% 3.49%±1.61% 1.32%±0.72% 17.7K
32 32
29 - 36
Mimo V2.5 Pro
小米 · MIT
2.21%±0.88% 3.22%±2.19% 7.10%±2.72% 2.37%±1.62% 1.70%±1.38% 0.07%±0.34% 30.8K
33 33
29 - 36
DeepSeek V4 Flash
DeepSeek · MIT
2.33%±0.90% 2.24%±2.42% 9.36%±2.72% 1.21%±1.68% 2.50%±1.01% 1.33%±0.40% 23.6K
34 34
29 - 36
Minimax M3
MiniMax · MiniMax Community License
2.52%±0.84% 5.76%±2.19% 8.17%±2.60% 4.81%±1.59% 5.52%±0.83% 0.64%±0.32% 30.5K
37 37
37 - 39
Inkling
Thinky · Apache 2.0
6.71%±0.91% 12.50%±2.56% 16.18%±2.61% 11.81%±1.82% 6.39%±1.06% 0.52%±0.27% 35.3K
38 38
36 - 42
Mistral Medium 3.5
Mistral · Modified MIT
6.93%±2.00% 9.41%±4.64% 9.83%±5.76% 11.23%±4.08% 1.23%±3.23% 2.95%±2.22% 5.6K
43 43
42 - 45
Minimax M2.7
MiniMax · Modified MIT
11.13%±1.07% 11.30%±2.48% 15.12%±2.88% 13.47%±1.94% 16.71%±2.83% 0.98%±0.22% 30.7K
45 45
43 - 47
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
14.56%±2.51% 15.84%±5.39% 14.08%±6.73% 19.68%±4.72% 23.68%±7.02% 0.47%±0.35% 11.9K
47 47
45 - 47
Gemma 4 31B
Google · Apache 2.0
18.23%±2.66% 0.11%±2.04% 2.56%±2.97% 9.25%±1.97% 48.58%±10.09% 30.89%±7.60% 56.6K
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