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
🥇 1
1 - 1
Claude Fable 5 (High)
Anthropic · Proprietary
14.06%±1.56% 16.58%±2.73% 30.97%±5.69% 12.63%±2.93% 8.89%±1.85% 1.24%±0.15% 16.1K
🥈 2
2 - 6
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.78%±1.30% 8.66%±2.53% 17.26%±4.76% 12.22%±2.45% 10.05%±1.09% 0.72%±0.37% 32.2K
🥉 3
2 - 8
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.52%±0.92% 6.91%±1.77% 13.02%±3.31% 6.93%±1.88% 14.48%±0.88% 1.24%±0.15% 31.5K
4 4
2 - 11
Claude Opus 4.7
Anthropic · Proprietary
8.31%±1.23% 5.87%±2.47% 14.31%±4.43% 9.42%±2.27% 10.74%±1.53% 1.19%±0.15% 33.7K
5 5
2 - 11
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.27%±1.24% 6.10%±2.50% 12.62%±4.40% 9.51%±2.35% 11.98%±1.25% 1.13%±0.17% 33.1K
6 6
2 - 11
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.72%±1.23% 11.79%±2.29% 14.00%±4.34% 2.40%±2.95% 9.28%±0.79% 1.11%±0.16% 22.5K
7 7
3 - 11
GPT 5.5 (High)
OpenAI · Proprietary
7.35%±0.75% 6.28%±1.49% 8.06%±2.66% 8.48%±1.50% 12.67%±0.86% 1.24%±0.15% 56.8K
8 8
4 - 12
GPT 5.5
OpenAI · Proprietary
6.74%±0.74% 4.54%±1.47% 7.49%±2.59% 9.18%±1.39% 11.24%±0.89% 1.24%±0.15% 57.4K
9 9
3 - 12
GLM 5.2 (Max)
智谱 ZAI · MIT
6.62%±1.20% 8.88%±2.26% 14.70%±4.36% 3.41%±2.38% 4.88%±1.19% 1.24%±0.15% 28.4K
10 10
4 - 12
GPT 5.4 (High)
OpenAI · Proprietary
6.58%±0.77% 6.44%±1.52% 6.49%±2.71% 8.81%±1.48% 9.94%±0.98% 1.24%±0.15% 56.9K
11 11
4 - 12
Claude Opus 4.6
Anthropic · Proprietary
6.24%±1.19% 2.47%±2.60% 8.36%±4.03% 8.14%±2.25% 11.00%±1.51% 1.24%±0.15% 32.9K
12 12
8 - 13
Claude Opus 4.8
Anthropic · Proprietary
4.64%±1.56% 7.16%±2.62% 13.61%±4.81% 8.04%±2.59% 10.09%±1.08% 15.70%±3.93% 30.3K
13 13
12 - 14
Claude Sonnet 4.6
Anthropic · Proprietary
2.48%±1.09% 0.92%±2.55% 1.18%±3.55% 1.58%±2.12% 11.68%±1.30% 1.23%±0.15% 33.6K
14 14
13 - 14
GLM 5.1
智谱 ZAI · MIT
1.58%±0.87% 1.71%±1.85% 1.28%±3.00% 0.22%±1.82% 3.90%±0.98% 1.24%±0.15% 46.6K
15 15
15 - 18
Gemini 3.1 Pro Preview
Google · Proprietary
0.41%±0.69% 0.51%±1.55% 0.15%±2.20% 3.35%±1.29% 6.96%±1.21% 1.20%±0.15% 56.8K
16 16
15 - 20
Kimi K2.7 Code
月之暗面 · Modified MIT
1.06%±1.35% 0.24%±2.93% 2.71%±4.50% 2.12%±2.69% 1.46%±2.27% 1.24%±0.15% 28.6K
17 17
15 - 20
DeepSeek V4 Flash
DeepSeek · MIT
1.19%±1.28% 4.61%±2.50% 3.82%±4.51% 8.77%±2.48% 5.21%±1.81% 0.39%±0.31% 40.3K
18 18
15 - 20
Kimi K2.6
月之暗面 · Modified MIT
1.90%±0.93% 1.09%±2.11% 3.92%±3.01% 4.05%±1.87% 1.67%±1.48% 1.24%±0.15% 48.7K
19 19
16 - 20
Minimax M3
MiniMax · Fireworks
2.26%±1.11% 2.96%±2.70% 7.22%±3.73% 4.98%±2.24% 2.63%±0.96% 1.24%±0.15% 34.3K
20 20
16 - 21
DeepSeek V4 Pro
DeepSeek · MIT
2.77%±1.27% 4.44%±3.03% 5.72%±4.19% 4.02%±2.78% 0.13%±1.36% 0.18%±0.28% 30.8K
21 21
20 - 22
Qwen 3.6 Plus
阿里巴巴 · Proprietary
4.73%±1.06% 1.83%±2.22% 5.22%±3.50% 10.07%±2.16% 4.26%±1.40% 2.27%±0.47% 43.5K
22 22
22 - 26
Grok 4.3 (High)
xAI · Proprietary
7.64%±0.80% 9.06%±1.82% 14.10%±2.12% 6.67%±1.46% 9.08%±2.08% 0.70%±0.18% 36.9K
23 23
22 - 26
Grok Build 0.1
xAI · Proprietary
7.81%±0.81% 5.98%±1.85% 13.14%±2.43% 11.23%±1.73% 8.87%±1.56% 0.15%±0.18% 48.0K
24 24
21 - 27
gemini-3.5-flash
Google · Proprietary
7.91%±2.17% 13.94%±4.50% 7.39%±5.63% 13.05%±5.67% 6.20%±4.82% 1.04%±0.30% 5.2K
25 25
22 - 27
Minimax M2.7
MiniMax · Modified MIT
8.18%±0.83% 12.82%±2.18% 15.25%±2.47% 9.01%±1.60% 4.92%±1.38% 1.09%±0.18% 46.6K
26 26
22 - 27
Gemini 3 Flash
Google · Proprietary
8.33%±0.80% 9.30%±1.62% 11.77%±1.97% 4.14%±1.33% 16.49%±2.19% 0.06%±1.31% 57.2K
27 27
24 - 28
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
11.75%±2.88% 10.10%±5.46% 6.89%±9.08% 21.04%±5.64% 19.53%±6.77% 1.17%±1.07% 8.6K
28 28
27 - 28
Gemma 4 31B
Google · Apache 2.0
13.07%±1.49% 2.99%±1.69% 5.14%±2.50% 4.61%±1.59% 30.12%±4.80% 22.47%±4.54% 46.6K
29 29
29 - 29
Grok 4.3
xAI · Proprietary
15.69%±1.02% 11.84%±1.66% 16.19%±1.90% 8.02%±1.30% 43.29%±4.08% 0.88%±0.21% 56.6K
🔍

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