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
13.34%±1.55% 16.12%±2.68% 30.63%±5.69% 9.21%±2.92% 9.40%±1.83% 1.31%±0.13% 16.1K
🥈 2
2 - 6
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.37%±1.29% 8.59%±2.39% 17.48%±4.79% 10.34%±2.39% 9.85%±1.09% 0.59%±0.49% 30.5K
🥉 3
2 - 9
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.21%±1.02% 5.84%±1.96% 13.63%±3.72% 5.78%±2.02% 14.50%±1.02% 1.31%±0.13% 24.4K
4 4
2 - 10
Claude Opus 4.7
Anthropic · Proprietary
8.16%±1.28% 5.46%±2.47% 13.69%±4.65% 9.10%±2.25% 11.29%±1.64% 1.26%±0.13% 31.7K
5 5
2 - 10
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.07%±1.23% 4.98%±2.48% 11.36%±4.43% 9.30%±2.30% 13.49%±0.95% 1.20%±0.15% 31.3K
6 6
3 - 10
GPT 5.5 (High)
OpenAI · Proprietary
7.13%±0.78% 6.59%±1.51% 8.69%±2.79% 6.06%±1.53% 12.97%±0.93% 1.31%±0.13% 49.6K
7 7
2 - 10
GLM 5.2 (Max)
智谱 ZAI · MIT
6.93%±1.40% 9.13%±2.66% 15.45%±5.27% 3.58%±2.59% 5.19%±1.27% 1.31%±0.13% 21.9K
8 8
3 - 10
GPT 5.4 (High)
OpenAI · Proprietary
6.65%±0.79% 6.59%±1.53% 6.13%±2.85% 7.95%±1.53% 11.27%±0.94% 1.31%±0.13% 49.5K
9 9
3 - 10
Claude Opus 4.6
Anthropic · Proprietary
6.47%±1.21% 3.47%±2.51% 9.40%±4.19% 6.39%±2.27% 11.81%±1.38% 1.31%±0.13% 31.2K
10 10
4 - 10
GPT 5.5
OpenAI · Proprietary
6.22%±0.77% 4.07%±1.51% 7.20%±2.72% 7.41%±1.42% 11.13%±1.04% 1.31%±0.13% 49.9K
11 11
11 - 13
Claude Opus 4.8
Anthropic · Proprietary
3.74%±1.49% 4.68%±2.65% 10.76%±4.80% 6.99%±2.57% 9.66%±1.12% 13.41%±3.22% 28.3K
12 12
11 - 13
Claude Sonnet 4.6
Anthropic · Proprietary
2.18%±1.11% 0.86%±2.55% 2.42%±3.60% 1.26%±2.15% 11.62%±1.52% 1.30%±0.13% 31.7K
13 13
11 - 13
GLM 5.1
智谱 ZAI · MIT
1.40%±0.89% 2.27%±1.90% 0.26%±3.02% 0.62%±1.82% 4.31%±1.07% 1.31%±0.13% 40.3K
14 14
14 - 20
Kimi K2.7 Code
月之暗面 · Modified MIT
0.77%±1.24% 0.82%±2.62% 2.63%±4.26% 1.65%±2.52% 1.72%±2.19% 1.31%±0.13% 26.2K
15 15
14 - 20
Gemini 3.1 Pro Preview
Google · Proprietary
1.09%±0.70% 0.16%±1.58% 1.88%±2.23% 1.37%±1.31% 6.34%±1.27% 1.26%±0.14% 49.9K
16 16
14 - 20
Gemini 3.5 Flash
Google · Proprietary
1.13%±0.74% 0.44%±1.64% 3.28%±2.37% 2.19%±1.42% 0.73%±1.19% 0.47%±0.29% 44.0K
17 17
14 - 20
DeepSeek V4 Flash
DeepSeek · MIT
1.57%±1.08% 4.27%±2.02% 1.61%±3.83% 9.19%±2.19% 4.02%±1.54% 0.50%±0.32% 39.0K
18 18
14 - 20
Kimi K2.6
月之暗面 · Modified MIT
1.82%±0.84% 1.72%±1.85% 2.80%±2.76% 4.14%±1.67% 1.75%±1.43% 1.31%±0.13% 46.3K
19 19
14 - 21
Minimax M3
MiniMax · Proprietary
2.28%±1.01% 2.14%±2.34% 7.20%±3.50% 5.11%±1.98% 1.75%±1.00% 1.31%±0.13% 31.9K
20 20
14 - 21
DeepSeek V4 Pro
DeepSeek · MIT
2.67%±1.29% 5.01%±2.94% 4.52%±4.34% 6.27%±2.73% 2.58%±1.26% 0.12%±0.36% 29.0K
21 21
19 - 21
Qwen 3.6 Plus
阿里巴巴 · Proprietary
4.20%±0.99% 1.26%±1.97% 3.80%±3.47% 10.58%±1.94% 3.03%±1.25% 2.36%±0.47% 42.0K
22 22
22 - 26
Grok 4.3 (High)
xAI · Proprietary
7.19%±0.84% 9.41%±1.95% 14.44%±2.35% 6.79%±1.53% 5.73%±1.88% 0.44%±0.22% 29.6K
23 23
22 - 26
Grok Build 0.1
xAI · Proprietary
7.81%±0.82% 6.82%±1.96% 14.22%±2.46% 11.32%±1.77% 6.28%±1.48% 0.41%±0.20% 40.8K
24 24
22 - 26
Gemini 3 Flash
Google · Proprietary
8.24%±0.81% 9.81%±1.64% 10.72%±2.12% 5.35%±1.37% 16.08%±2.34% 0.74%±0.48% 49.9K
25 25
22 - 26
Minimax M2.7
MiniMax · Modified MIT
8.28%±0.77% 12.20%±1.89% 15.89%±2.24% 9.85%±1.52% 4.70%±1.42% 1.22%±0.14% 43.5K
26 26
22 - 27
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
8.87%±3.19% 5.53%±5.67% 3.94%±10.80% 17.20%±6.19% 15.30%±6.34% 2.37%±1.65% 7.0K
27 27
26 - 27
Gemma 4 31B
Google · Apache 2.0
12.52%±1.49% 4.08%±1.77% 5.57%±2.64% 5.60%±1.64% 28.72%±4.94% 18.65%±4.18% 39.4K
28 28
28 - 28
Grok 4.3
xAI · Proprietary
16.76%±1.07% 13.02%±1.71% 16.79%±1.93% 8.07%±1.33% 46.76%±4.34% 0.86%±0.19% 49.3K
🔍

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