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
8 9
3 - 11
GLM 5.2 (Max)
智谱 ZAI · MIT
6.72%±1.24% 9.41%±2.32% 14.85%±4.50% 3.25%±2.46% 4.83%±1.24% 1.26%±0.15% 27.2K
13 14
12 - 15
GLM 5.1
智谱 ZAI · MIT
1.67%±0.89% 2.06%±1.87% 0.93%±3.05% 0.11%±1.85% 4.02%±0.96% 1.26%±0.15% 45.4K
14 15
11 - 22
kimi-k2.7-code
月之暗面 · Modified MIT
0.74%±3.33% 9.36%±5.66% 2.99%±10.97% 11.45%±9.87% 1.52%±2.87% 1.26%±0.15% 3.1K
16 17
14 - 22
DeepSeek V4 Flash
DeepSeek · MIT
1.00%±1.26% 4.48%±2.43% 4.30%±4.46% 8.47%±2.42% 4.91%±1.79% 0.39%±0.32% 40.1K
17 18
14 - 22
Kimi K2.7 Code
月之暗面 · Modified MIT
1.22%±1.32% 0.39%±2.86% 3.52%±4.38% 2.76%±2.65% 1.46%±2.29% 1.26%±0.15% 28.3K
18 19
12 - 24
kimi-k2.6
月之暗面 · Modified MIT
1.62%±3.53% 5.63%±5.70% 0.61%±10.40% 7.72%±9.18% 6.64%±7.47% 1.26%±0.15% 3.2K
19 20
14 - 22
Kimi K2.6
月之暗面 · Modified MIT
1.84%±0.92% 1.45%±2.07% 3.37%±3.00% 3.89%±1.83% 1.76%±1.49% 1.26%±0.15% 48.4K
20 21
15 - 22
Minimax M3
MiniMax · Fireworks
2.45%±1.09% 3.53%±2.66% 7.43%±3.66% 4.94%±2.19% 2.38%±0.97% 1.26%±0.15% 34.0K
21 22
15 - 24
DeepSeek V4 Pro
DeepSeek · MIT
2.67%±1.28% 4.35%±3.02% 5.82%±4.19% 3.92%±2.78% 0.59%±1.41% 0.16%±0.30% 30.4K
22 23
15 - 25
minimax-m3
MiniMax · MiniMax Community License
4.48%±2.44% 8.94%±5.34% 10.94%±6.81% 10.11%±7.49% 6.56%±1.46% 1.05%±0.27% 3.9K
27 28
24 - 29
Minimax M2.7
MiniMax · Modified MIT
8.15%±0.80% 12.34%±2.10% 15.85%±2.36% 9.04%±1.56% 4.61%±1.33% 1.11%±0.18% 46.3K
29 30
24 - 31
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
11.26%±2.94% 8.88%±5.48% 6.49%±9.33% 19.94%±5.80% 19.71%±6.92% 1.28%±1.13% 8.3K
30 31
29 - 32
minimax-m2.7
MiniMax · Modified MIT
12.58%±2.83% 19.55%±5.95% 18.63%±6.85% 19.48%±8.60% 6.04%±5.30% 0.82%±0.45% 4.2K
31 32
29 - 31
Gemma 4 31B
Google · Apache 2.0
13.07%±1.49% 3.03%±1.72% 5.58%±2.51% 4.85%±1.60% 30.23%±4.87% 21.64%±4.41% 45.3K
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