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
6 6
3 - 8
Kimi K3 (Max)
月之暗面 · Kimi K3 license
9.53%±0.61% 18.24%±1.20% 17.56%±2.15% 2.31%±1.24% 8.47%±0.52% 1.08%±0.17% 89.8K
11 11
7 - 17
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
6.97%±1.11% 13.49%±2.26% 6.38%±3.79% 3.16%±2.46% 10.74%±0.76% 1.08%±0.17% 18.8K
15 15
8 - 20
GLM 5.2 (Max)
智谱 ZAI · MIT
5.86%±0.83% 7.25%±1.80% 8.97%±2.83% 6.12%±1.56% 5.89%±1.01% 1.08%±0.17% 58.7K
20 20
17 - 27
GLM 5.3 (Max)
智谱 ZAI · MIT
3.77%±1.08% 12.78%±2.20% 4.83%±3.64% 1.24%±2.46% 1.42%±1.07% 1.08%±0.17% 22.6K
21 21
18 - 27
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.46%±0.78% 7.90%±1.84% 2.02%±2.55% 1.80%±1.58% 4.53%±0.64% 1.08%±0.17% 45.9K
25 25
18 - 32
Kimi K2.7 Code
月之暗面 · Modified MIT
2.03%±2.18% 3.56%±4.66% 1.26%±7.24% 6.07%±5.09% 1.82%±2.63% 1.08%±0.17% 11.1K
26 26
19 - 34
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
1.67%±1.96% 8.47%±4.38% 1.01%±6.39% 0.47%±4.71% 0.76%±1.65% 0.12%±0.43% 6.7K
29 29
19 - 34
Kimi K2.6
月之暗面 · Modified MIT
1.09%±2.37% 1.84%±4.90% 4.21%±7.60% 9.28%±5.26% 7.30%±4.82% 1.08%±0.17% 11.3K
31 31
24 - 34
DeepSeek V4 Pro
DeepSeek · MIT
0.18%±0.91% 2.58%±2.31% 2.23%±2.90% 1.06%±1.79% 4.71%±0.95% 0.26%±0.25% 30.5K
32 32
24 - 36
Hy3
腾讯 · Apache 2.0
0.42%±1.30% 1.68%±2.82% 0.79%±4.24% 0.78%±2.64% 1.02%±2.13% 1.44%±0.61% 21.3K
33 33
26 - 34
GLM 5.1
智谱 ZAI · MIT
0.42%±0.81% 0.88%±1.79% 0.11%±2.40% 0.21%±1.58% 2.27%±1.64% 0.84%±0.48% 71.9K
38 38
33 - 42
Mimo V2.5 Pro
小米 · MIT
2.79%±0.91% 3.50%±2.25% 8.15%±2.71% 2.67%±1.74% 0.41%±1.49% 0.02%±0.32% 34.1K
39 39
34 - 42
Minimax M3
MiniMax · MiniMax Community License
3.10%±0.87% 6.61%±2.29% 9.60%±2.60% 5.61%±1.75% 5.69%±0.84% 0.63%±0.27% 33.6K
42 42
36 - 44
Mistral Medium 3.5
Mistral · Modified MIT
5.22%±1.85% 11.91%±4.41% 12.18%±5.09% 2.73%±4.19% 2.11%±2.92% 2.64%±1.80% 6.4K
43 43
37 - 44
Inkling Small
Thinky · Apache 2.0
5.42%±1.85% 17.40%±5.09% 16.12%±5.27% 5.25%±4.74% 11.49%±1.64% 0.19%±0.56% 8.8K
44 44
41 - 44
Inkling
Thinky · Apache 2.0
6.74%±0.99% 12.48%±2.84% 18.46%±2.78% 10.59%±2.27% 7.23%±1.07% 0.59%±0.21% 37.8K
48 48
44 - 50
Minimax M2.7
MiniMax · Modified MIT
10.16%±1.17% 12.91%±2.67% 15.66%±3.05% 4.86%±2.36% 18.27%±3.01% 0.92%±0.19% 33.7K
51 51
44 - 50
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
12.67%±2.43% 15.58%±5.09% 14.23%±6.30% 7.56%±5.06% 26.33%±6.80% 0.35%±0.35% 12.3K
53 53
51 - 52
Gemma 4 31B
Google · Apache 2.0
20.61%±2.82% 1.49%±1.89% 3.63%±2.61% 9.28%±1.97% 58.11%±11.56% 30.54%±7.13% 56.7K
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