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
14.17%±1.54% 16.48%±2.55% 29.65%±5.72% 13.39%±2.94% 9.46%±1.84% 1.86%±0.23% 16.2K
🥈 2
2 - 7
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.04%±1.19% 10.75%±2.15% 14.36%±4.30% 10.48%±2.23% 9.08%±1.24% 0.56%±1.20% 27.2K
🥉 3
2 - 10
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.27%±1.73% 4.42%±3.17% 17.52%±6.44% 3.12%±3.44% 14.42%±1.24% 1.86%±0.23% 10.8K
4 4
2 - 10
Claude Opus 4.7
Anthropic · Proprietary
8.12%±1.51% 4.63%±3.07% 10.73%±5.33% 11.69%±2.94% 11.74%±1.45% 1.81%±0.23% 29.3K
5 5
2 - 10
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.09%±1.48% 4.51%±3.04% 12.40%±5.31% 8.66%±2.93% 13.08%±0.99% 1.82%±0.23% 29.2K
6 6
2 - 10
GPT 5.5 (High)
OpenAI · Proprietary
7.78%±1.07% 5.93%±2.03% 10.90%±3.80% 7.56%±2.06% 12.64%±1.19% 1.86%±0.23% 37.2K
7 7
3 - 10
GPT 5.5
OpenAI · Proprietary
6.73%±1.03% 4.75%±1.97% 8.13%±3.71% 7.86%±1.96% 11.07%±1.27% 1.86%±0.23% 37.6K
8 8
2 - 10
Claude Opus 4.6
Anthropic · Proprietary
6.73%±1.42% 6.17%±2.98% 7.40%±4.64% 8.13%±2.83% 10.11%±2.16% 1.86%±0.23% 29.3K
9 9
3 - 10
GPT 5.4 (High)
OpenAI · Proprietary
6.54%±1.07% 4.63%±2.12% 6.55%±3.84% 7.53%±2.12% 12.14%±1.01% 1.86%±0.23% 37.4K
10 10
3 - 13
GLM 5.2 (Max)
智谱 ZAI · MIT
4.37%±2.48% 9.43%±4.52% 14.88%±9.11% 6.00%±4.50% 1.69%±3.28% 1.86%±0.23% 9.2K
11 11
10 - 13
Claude Opus 4.8
Anthropic · Proprietary
3.60%±1.55% 7.31%±2.45% 12.53%±4.73% 6.05%±2.49% 8.01%±1.40% 15.90%±4.11% 24.8K
12 12
10 - 13
Claude Sonnet 4.6
Anthropic · Proprietary
3.22%±1.38% 2.69%±3.03% 2.54%±4.19% 3.98%±2.73% 10.12%±2.45% 1.85%±0.23% 29.2K
13 13
10 - 13
GLM 5.1
智谱 ZAI · MIT
2.66%±1.14% 3.42%±2.37% 1.34%±3.99% 1.24%±2.33% 5.44%±1.09% 1.86%±0.23% 32.4K
14 14
14 - 19
DeepSeek V4 Pro
DeepSeek · MIT
0.10%±1.41% 0.44%±3.07% 0.07%±4.86% 2.81%±3.04% 2.93%±1.33% 0.74%±0.32% 28.0K
15 15
14 - 18
Gemini 3.5 Flash
Google · Proprietary
0.04%±1.00% 1.98%±2.24% 2.29%±3.28% 0.23%±1.88% 2.98%±1.31% 1.69%±0.26% 30.3K
16 16
14 - 19
Kimi K2.6
月之暗面 · Modified MIT
0.50%±1.09% 0.36%±2.28% 1.70%±3.64% 2.82%±2.20% 0.22%±1.66% 1.86%±0.23% 33.9K
17 17
14 - 19
Gemini 3.1 Pro Preview
Google · Proprietary
0.78%±0.94% 0.09%±2.09% 1.97%±3.02% 2.23%±1.74% 5.87%±1.52% 1.80%±0.24% 37.4K
18 18
14 - 19
DeepSeek V4 Flash
DeepSeek · MIT
1.18%±1.33% 4.14%±2.56% 1.50%±4.60% 6.59%±2.76% 2.42%±1.80% 0.48%±0.38% 32.6K
19 19
14 - 23
Kimi K2.7 Code
月之暗面 · Modified MIT
2.71%±2.39% 3.82%±4.53% 5.17%±7.84% 12.25%±4.81% 1.83%±4.94% 1.86%±0.23% 14.7K
20 20
15 - 20
Minimax M3
MiniMax · Proprietary
2.79%±1.70% 2.30%±3.91% 9.39%±5.50% 7.62%±3.78% 3.52%±1.40% 1.86%±0.23% 9.9K
21 21
19 - 22
Qwen 3.6 Plus
阿里巴巴 · Proprietary
4.24%±1.20% 2.84%±2.44% 5.58%±4.08% 8.94%±2.46% 2.42%±1.62% 1.41%±0.56% 31.9K
22 22
20 - 24
Grok Build 0.1
xAI · Proprietary
6.20%±1.10% 6.78%±2.57% 11.49%±3.54% 8.64%±2.24% 1.65%±1.60% 2.42%±0.47% 27.2K
23 23
21 - 25
Grok 4.3 (High)
xAI · Proprietary
7.21%±1.23% 10.75%±2.83% 15.89%±3.35% 4.46%±2.25% 4.44%±3.11% 0.49%±0.55% 15.6K
24 24
21 - 25
Minimax M2.7
MiniMax · Modified MIT
7.81%±1.05% 13.51%±2.58% 15.50%±3.20% 8.77%±2.04% 3.05%±1.71% 1.79%±0.25% 32.6K
25 25
22 - 25
Gemini 3 Flash
Google · Proprietary
8.47%±1.01% 11.23%±2.19% 13.73%±2.67% 4.25%±1.78% 14.72%±2.96% 1.58%±0.30% 37.5K
26 26
20 - 26
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
8.65%±4.12% 4.39%±7.57% 5.54%±14.18% 22.66%±8.28% 12.31%±7.55% 1.63%±0.51% 3.9K
27 27
25 - 27
Gemma 4 31B
Google · Apache 2.0
12.73%±1.97% 5.87%±2.40% 7.22%±3.58% 6.20%±2.20% 27.61%±6.38% 16.73%±5.59% 26.5K
28 28
26 - 27
Grok 4.3
xAI · Proprietary
15.78%±1.46% 12.19%±2.26% 14.66%±2.76% 4.01%±1.81% 48.86%±5.94% 0.79%±0.43% 36.7K
🔍

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