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 - 7
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.42%±1.03% 15.38%±2.03% 19.73%±3.72% 7.50%±1.88% 8.24%±0.85% 1.24%±0.18% 28.4K
16 16
9 - 18
GLM 5.2 (Max)
智谱 ZAI · MIT
6.09%±0.85% 7.42%±1.84% 9.82%±2.96% 5.63%±1.51% 6.34%±1.13% 1.24%±0.18% 54.4K
19 19
16 - 23
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
4.23%±0.79% 8.75%±1.90% 1.92%±2.67% 3.73%±1.51% 5.53%±0.65% 1.24%±0.18% 41.0K
25 25
19 - 34
Kimi K2.7 Code
月之暗面 · Modified MIT
0.56%±2.04% 3.91%±4.36% 1.56%±6.85% 2.75%±4.63% 1.17%±2.60% 1.24%±0.18% 11.1K
26 26
23 - 31
GLM 5.1
智谱 ZAI · MIT
0.21%±0.74% 1.08%±1.67% 0.09%±2.27% 1.02%±1.38% 0.58%±1.39% 0.54%±0.46% 71.5K
27 27
23 - 32
DeepSeek V4 Pro
DeepSeek · MIT
0.02%±0.86% 2.47%±2.20% 3.23%±2.75% 0.30%±1.63% 5.12%±0.95% 0.39%±0.27% 30.3K
31 31
23 - 37
Kimi K2.6
月之暗面 · Modified MIT
1.19%±2.19% 1.24%±4.57% 0.56%±6.81% 0.82%±4.71% 5.68%±4.42% 1.24%±0.18% 11.2K
32 32
26 - 37
Hy3
腾讯 · Apache 2.0
1.95%±1.25% 1.90%±2.86% 1.37%±4.17% 8.60%±2.37% 3.44%±1.72% 1.32%±0.66% 19.4K
33 33
28 - 37
Mimo V2.5 Pro
小米 · MIT
2.10%±0.88% 2.94%±2.17% 7.67%±2.67% 1.84%±1.61% 1.85%±1.47% 0.08%±0.33% 32.4K
36 36
31 - 37
Minimax M3
MiniMax · MiniMax Community License
3.08%±0.83% 6.35%±2.20% 9.15%±2.52% 6.70%±1.55% 6.09%±0.84% 0.72%±0.31% 32.0K
38 38
38 - 40
Inkling
Thinky · Apache 2.0
6.77%±0.92% 11.27%±2.62% 17.61%±2.61% 13.18%±1.93% 7.55%±1.06% 0.65%±0.24% 36.5K
39 39
38 - 44
inkling-small
Thinky · Apache 2.0
6.96%±1.78% 18.91%±4.99% 14.58%±5.42% 12.77%±3.98% 11.05%±1.63% 0.42%±0.52% 8.5K
40 40
38 - 45
Mistral Medium 3.5
Mistral · Modified MIT
7.70%±1.88% 11.68%±4.55% 11.50%±5.36% 11.81%±3.86% 1.08%±3.04% 2.41%±1.81% 5.9K
46 46
44 - 46
Minimax M2.7
MiniMax · Modified MIT
11.61%±1.07% 11.20%±2.50% 16.61%±2.75% 14.22%±1.97% 17.09%±2.95% 1.07%±0.21% 32.2K
47 47
46 - 49
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
15.22%±2.34% 15.43%±4.98% 15.05%±6.12% 20.56%±4.36% 25.40%±6.82% 0.32%±0.43% 12.1K
49 49
47 - 49
Gemma 4 31B
Google · Apache 2.0
19.72%±2.54% 1.01%±1.77% 3.52%±2.54% 8.45%±1.73% 52.67%±9.89% 32.92%±7.24% 56.6K
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