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
4 4
1 - 6
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.41%±0.62% 17.97%±1.23% 18.31%±2.23% 5.96%±1.13% 8.66%±0.54% 1.14%±0.16% 83.3K
14 14
8 - 19
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
6.26%±1.28% 13.06%±2.65% 3.82%±4.37% 2.35%±2.83% 10.94%±0.92% 1.14%±0.16% 13.4K
17 17
10 - 19
GLM 5.2 (Max)
智谱 ZAI · MIT
5.82%±0.87% 7.24%±1.87% 9.42%±2.99% 5.22%±1.53% 6.09%±1.11% 1.14%±0.16% 54.7K
20 20
17 - 24
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.99%±0.79% 8.09%±1.89% 2.15%±2.64% 3.45%±1.50% 5.11%±0.64% 1.14%±0.16% 42.6K
26 27
20 - 35
Kimi K2.7 Code
月之暗面 · Modified MIT
0.43%±2.07% 3.72%±4.42% 1.53%±6.94% 2.59%±4.69% 1.63%±2.61% 1.14%±0.16% 11.1K
27 28
24 - 32
DeepSeek V4 Pro
DeepSeek · MIT
0.05%±0.88% 2.66%±2.21% 2.39%±2.82% 0.15%±1.66% 4.84%±0.94% 0.32%±0.25% 30.3K
28 29
24 - 32
GLM 5.1
智谱 ZAI · MIT
0.00%±0.75% 0.93%±1.69% 0.28%±2.27% 0.97%±1.40% 1.05%±1.41% 0.59%±0.45% 71.6K
32 33
24 - 38
Kimi K2.6
月之暗面 · Modified MIT
1.10%±2.23% 1.52%±4.63% 1.52%±7.01% 0.62%±4.77% 6.03%±4.46% 1.14%±0.16% 11.2K
33 34
29 - 38
Mimo V2.5 Pro
小米 · MIT
2.25%±0.88% 3.33%±2.20% 7.79%±2.69% 1.73%±1.61% 1.54%±1.44% 0.05%±0.31% 32.7K
34 35
28 - 38
Hy3
腾讯 · Apache 2.0
2.38%±1.24% 1.87%±2.86% 2.12%±4.15% 8.99%±2.37% 2.32%±1.99% 1.25%±0.61% 19.7K
37 38
32 - 38
Minimax M3
MiniMax · MiniMax Community License
3.15%±0.83% 6.64%±2.23% 9.34%±2.53% 6.16%±1.56% 5.76%±0.85% 0.65%±0.29% 32.3K
39 40
38 - 44
Inkling Small
Thinky · Apache 2.0
6.82%±1.75% 17.56%±4.91% 14.84%±5.32% 12.81%±4.02% 10.73%±1.64% 0.36%±0.48% 8.5K
40 41
39 - 41
Inkling
Thinky · Apache 2.0
7.19%±0.93% 12.21%±2.68% 17.85%±2.63% 13.69%±1.96% 7.23%±1.05% 0.57%±0.22% 36.7K
41 42
39 - 45
Mistral Medium 3.5
Mistral · Modified MIT
7.60%±1.88% 11.54%±4.51% 11.27%±5.36% 11.20%±3.86% 1.72%±3.07% 2.29%±1.69% 6.0K
47 48
45 - 47
Minimax M2.7
MiniMax · Modified MIT
11.86%±1.09% 12.25%±2.57% 16.44%±2.84% 14.31%±2.00% 17.27%±2.93% 0.95%±0.20% 32.5K
48 49
47 - 50
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
15.36%±2.34% 15.26%±4.99% 15.46%±6.09% 20.47%±4.37% 25.88%±6.87% 0.28%±0.41% 12.1K
50 51
48 - 50
Gemma 4 31B
Google · Apache 2.0
19.82%±2.57% 1.30%±1.80% 3.54%±2.55% 8.37%±1.75% 54.09%±10.17% 31.78%±7.04% 56.6K
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