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
10.53%±0.62% 17.84%±1.24% 18.60%±2.24% 6.20%±1.13% 8.79%±0.54% 1.19%±0.17% 82.6K
16 16
8 - 21
DeepSeek V4 Pro (High)
DeepSeek · MIT
5.96%±1.29% 12.69%±2.71% 3.41%±4.39% 1.69%±2.87% 10.89%±0.94% 1.14%±0.16% 13.1K
17 17
8 - 18
GLM 5.2 (Max)
智谱 ZAI · MIT
6.06%±0.86% 7.31%±1.86% 10.14%±3.00% 5.53%±1.51% 6.14%±1.12% 1.19%±0.17% 54.5K
20 20
14 - 23
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
4.15%±0.79% 8.61%±1.89% 2.03%±2.66% 3.75%±1.50% 5.17%±0.64% 1.19%±0.17% 41.7K
25 25
17 - 33
glm-5.3-max
智谱 ZAI · MIT
2.07%±2.57% 10.16%±4.53% 5.13%±8.96% 8.95%±5.02% 2.87%±1.98% 1.14%±0.16% 0
27 27
19 - 34
Kimi K2.7 Code
月之暗面 · Modified MIT
0.47%±2.06% 3.81%±4.39% 1.52%±6.89% 2.61%±4.65% 1.53%±2.60% 1.19%±0.17% 11.1K
28 28
23 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.05%±0.87% 2.57%±2.20% 2.72%±2.80% 0.28%±1.64% 4.92%±0.94% 0.35%±0.26% 30.3K
29 29
23 - 31
GLM 5.1
智谱 ZAI · MIT
0.13%±0.74% 0.99%±1.68% 0.12%±2.27% 1.22%±1.38% 0.87%±1.39% 0.58%±0.46% 71.6K
33 33
23 - 37
Kimi K2.6
月之暗面 · Modified MIT
1.29%±2.20% 1.39%±4.60% 0.50%±6.84% 0.71%±4.73% 6.03%±4.45% 1.19%±0.17% 11.2K
34 34
28 - 37
Mimo V2.5 Pro
小米 · MIT
2.22%±0.88% 3.41%±2.19% 7.77%±2.68% 1.68%±1.61% 1.71%±1.45% 0.05%±0.32% 32.5K
35 35
27 - 37
Hy3
腾讯 · Apache 2.0
2.26%±1.25% 2.26%±2.87% 1.97%±4.14% 8.74%±2.37% 2.99%±1.73% 1.29%±0.64% 19.6K
38 38
31 - 37
Minimax M3
MiniMax · MiniMax Community License
3.14%±0.83% 6.61%±2.22% 9.35%±2.53% 6.31%±1.55% 5.90%±0.83% 0.68%±0.30% 32.1K
40 40
37 - 42
Inkling Small
Thinky · Apache 2.0
6.69%±1.76% 18.02%±4.91% 14.30%±5.38% 12.41%±3.96% 10.89%±1.61% 0.38%±0.50% 8.5K
41 41
38 - 40
Inkling
Thinky · Apache 2.0
6.98%±0.93% 11.83%±2.65% 17.48%±2.66% 13.47%±1.94% 7.27%±1.05% 0.61%±0.23% 36.6K
42 42
38 - 44
Mistral Medium 3.5
Mistral · Modified MIT
7.52%±1.89% 11.26%±4.52% 10.94%±5.41% 11.58%±3.86% 1.42%±3.08% 2.38%±1.77% 6.0K
48 48
44 - 46
Minimax M2.7
MiniMax · Modified MIT
11.69%±1.08% 11.40%±2.52% 16.63%±2.79% 14.26%±1.99% 17.16%±2.93% 1.00%±0.21% 32.3K
49 49
46 - 49
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
15.32%±2.34% 15.55%±4.99% 15.24%±6.10% 20.34%±4.36% 25.76%±6.85% 0.29%±0.42% 12.1K
51 51
47 - 49
Gemma 4 31B
Google · Apache 2.0
19.81%±2.55% 1.13%±1.79% 3.55%±2.55% 8.39%±1.74% 53.37%±9.99% 32.60%±7.18% 56.6K
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