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
10.08%±1.07% 14.97%±2.09% 19.68%±3.85% 7.45%±1.97% 7.13%±0.89% 1.16%±0.16% 26.2K
12 12
7 - 17
GLM 5.2 (Max)
智谱 ZAI · MIT
6.75%±0.90% 9.21%±1.83% 12.39%±3.21% 5.62%±1.59% 5.37%±1.12% 1.16%±0.16% 50.1K
21 21
17 - 22
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
2.84%±1.10% 8.53%±2.54% 0.46%±3.64% 0.43%±2.19% 3.64%±1.01% 1.15%±0.16% 18.9K
23 23
17 - 31
Kimi K2.7 Code
月之暗面 · Modified MIT
0.69%±1.94% 4.12%±4.08% 2.36%±6.68% 1.92%±4.37% 2.26%±2.64% 1.16%±0.16% 10.9K
24 24
21 - 30
GLM 5.1
智谱 ZAI · MIT
0.35%±0.77% 1.06%±1.72% 0.72%±2.50% 0.76%±1.40% 0.61%±1.36% 0.15%±0.31% 69.3K
26 26
22 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.33%±0.86% 2.74%±2.16% 3.35%±2.78% 0.30%±1.54% 3.82%±0.92% 0.33%±0.27% 28.1K
27 27
20 - 35
Kimi K2.6
月之暗面 · Modified MIT
0.48%±2.16% 2.28%±4.11% 2.12%±6.80% 1.66%±4.49% 6.27%±4.39% 1.16%±0.16% 11.0K
30 30
22 - 35
Hy3
腾讯 · Apache 2.0
1.12%±1.42% 2.20%±3.04% 3.70%±4.91% 9.01%±2.60% 2.82%±1.82% 0.89%±0.63% 14.8K
32 32
29 - 36
Mimo V2.5 Pro
小米 · MIT
2.42%±0.92% 3.88%±2.24% 7.27%±2.82% 2.19%±1.68% 1.30%±1.45% 0.08%±0.35% 27.8K
33 33
29 - 36
Minimax M3
MiniMax · MiniMax Community License
2.47%±0.85% 5.15%±2.21% 9.10%±2.65% 4.19%±1.64% 5.48%±0.82% 0.59%±0.33% 27.7K
34 34
29 - 36
DeepSeek V4 Flash
DeepSeek · MIT
2.70%±0.88% 3.12%±2.37% 10.05%±2.68% 1.90%±1.67% 2.82%±0.97% 1.25%±0.39% 23.6K
37 37
36 - 39
Inkling
Thinky · Apache 2.0
6.60%±0.89% 11.06%±2.48% 16.01%±2.60% 12.57%±1.77% 6.15%±1.08% 0.48%±0.24% 32.6K
38 38
36 - 42
Mistral Medium 3.5
Mistral · Modified MIT
6.82%±2.16% 10.43%±5.02% 8.71%±6.47% 11.31%±4.31% 0.13%±2.86% 3.53%±2.85% 4.8K
43 43
42 - 44
Minimax M2.7
MiniMax · Modified MIT
11.59%±1.10% 13.21%±2.52% 15.89%±2.95% 13.41%±2.01% 16.44%±2.91% 1.01%±0.19% 27.9K
44 44
42 - 46
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
13.75%±2.33% 16.20%±5.23% 14.76%±6.61% 19.08%±4.76% 19.00%±5.52% 0.30%±0.41% 11.6K
46 46
44 - 46
Gemma 4 31B
Google · Apache 2.0
17.60%±2.38% 0.27%±1.93% 2.90%±2.87% 9.16%±1.83% 44.31%±8.51% 31.37%±7.31% 56.5K
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