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 - 9
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.18%±1.10% 15.49%±2.14% 19.71%±4.00% 7.50%±2.04% 7.04%±0.91% 1.17%±0.16% 24.6K
12 12
6 - 16
GLM 5.2 (Max)
智谱 ZAI · MIT
6.66%±0.92% 9.06%±1.85% 12.63%±3.31% 5.64%±1.62% 4.83%±1.13% 1.17%±0.16% 48.3K
21 21
17 - 26
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
1.98%±1.43% 6.99%±3.24% 1.54%±4.79% 2.31%±3.30% 2.53%±1.22% 1.15%±0.16% 12.5K
23 23
18 - 34
Kimi K2.7 Code
月之暗面 · Modified MIT
0.30%±1.90% 4.32%±3.95% 2.09%±6.57% 3.26%±4.13% 2.83%±2.71% 1.17%±0.16% 10.7K
24 24
20 - 30
GLM 5.1
智谱 ZAI · MIT
0.30%±0.77% 1.19%±1.72% 0.19%±2.52% 0.83%±1.43% 0.59%±1.36% 0.25%±0.29% 67.7K
27 27
22 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.47%±0.88% 2.88%±2.20% 4.26%±2.86% 0.61%±1.60% 3.83%±0.93% 0.35%±0.28% 26.4K
29 29
20 - 36
Kimi K2.6
月之暗面 · Modified MIT
0.84%±2.05% 2.67%±3.99% 0.62%±6.51% 2.87%±4.30% 5.79%±3.75% 1.17%±0.16% 10.8K
30 30
22 - 36
Hy3
腾讯 · Apache 2.0
1.40%±1.52% 2.71%±3.19% 4.05%±5.24% 9.48%±2.78% 1.82%±2.01% 0.67%±0.66% 13.4K
32 32
28 - 36
Minimax M3
MiniMax · MiniMax Community License
2.31%±0.86% 4.43%±2.23% 9.54%±2.71% 3.54%±1.69% 5.31%±0.85% 0.67%±0.31% 26.1K
33 33
28 - 36
Mimo V2.5 Pro
小米 · MIT
2.44%±0.94% 4.11%±2.27% 7.18%±2.95% 2.35%±1.74% 1.47%±1.38% 0.02%±0.35% 26.4K
34 34
29 - 36
DeepSeek V4 Flash
DeepSeek · MIT
2.81%±0.89% 3.58%±2.37% 9.92%±2.72% 2.23%±1.68% 2.85%±0.96% 1.17%±0.39% 23.3K
37 37
36 - 38
Inkling
Thinky · Apache 2.0
6.37%±0.90% 9.72%±2.48% 16.41%±2.63% 12.20%±1.80% 6.00%±1.11% 0.50%±0.23% 30.9K
42 42
41 - 43
Minimax M2.7
MiniMax · Modified MIT
11.55%±1.12% 13.56%±2.56% 16.13%±3.03% 13.76%±2.05% 15.26%±2.92% 0.99%±0.20% 26.2K
43 43
42 - 45
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
13.96%±2.36% 16.07%±5.21% 14.57%±6.75% 20.33%±4.80% 19.03%±5.81% 0.22%±0.44% 11.4K
45 45
43 - 45
Gemma 4 31B
Google · Apache 2.0
17.22%±2.25% 0.72%±1.90% 3.49%±2.80% 8.68%±1.74% 42.22%±7.84% 30.99%±7.19% 56.2K
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