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
14.07%±1.56% 16.51%±2.73% 30.91%±5.69% 12.65%±2.93% 8.99%±1.84% 1.26%±0.15% 16.1K
🥈 2
2 - 5
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.90%±1.31% 8.58%±2.52% 17.79%±4.80% 12.09%±2.46% 10.33%±1.02% 0.71%±0.39% 31.9K
🥉 3
2 - 8
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.39%±0.94% 6.48%±1.82% 13.32%±3.38% 6.41%±1.92% 14.46%±0.89% 1.26%±0.15% 30.3K
4 4
2 - 10
Claude Opus 4.7
Anthropic · Proprietary
8.16%±1.24% 5.83%±2.47% 13.96%±4.45% 9.21%±2.27% 10.59%±1.62% 1.21%±0.15% 33.4K
5 5
2 - 10
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.07%±1.25% 5.15%±2.53% 12.56%±4.41% 9.36%±2.36% 12.14%±1.28% 1.14%±0.17% 32.7K
6 6
2 - 12
Claude Sonnet 5 (Thinking)
Anthropic · Proprietary
7.38%±1.30% 12.24%±2.23% 13.43%±4.34% 0.95%±3.57% 9.15%±0.89% 1.14%±0.16% 20.0K
7 7
3 - 10
GPT 5.5 (High)
OpenAI · Proprietary
7.16%±0.76% 6.17%±1.49% 7.42%±2.66% 8.28%±1.52% 12.65%±0.90% 1.26%±0.15% 55.5K
8 8
3 - 11
GPT 5.4 (High)
OpenAI · Proprietary
6.73%±0.78% 6.73%±1.51% 6.68%±2.74% 8.67%±1.50% 10.30%±0.96% 1.26%±0.15% 55.5K
9 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
10 10
4 - 11
GPT 5.5
OpenAI · Proprietary
6.55%±0.74% 4.38%±1.48% 7.00%±2.61% 8.77%±1.40% 11.32%±0.91% 1.26%±0.15% 56.0K
11 11
4 - 11
Claude Opus 4.6
Anthropic · Proprietary
6.23%±1.20% 2.88%±2.58% 8.44%±4.05% 7.66%±2.26% 10.94%±1.53% 1.26%±0.15% 32.6K
12 12
7 - 13
Claude Opus 4.8
Anthropic · Proprietary
4.69%±1.56% 7.47%±2.59% 13.06%±4.81% 8.94%±2.60% 10.00%±1.09% 15.99%±3.98% 30.0K
13 13
11 - 15
Claude Sonnet 4.6
Anthropic · Proprietary
2.53%±1.09% 0.89%±2.55% 0.98%±3.57% 1.45%±2.14% 11.84%±1.29% 1.25%±0.15% 33.3K
14 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
15 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 16
14 - 19
Gemini 3.1 Pro Preview
Google · Proprietary
0.55%±0.70% 0.22%±1.57% 0.34%±2.21% 3.07%±1.30% 6.89%±1.23% 1.21%±0.15% 55.6K
17 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
18 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
19 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
20 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
21 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
22 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
23 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
24 24
20 - 24
Qwen 3.6 Plus
阿里巴巴 · Proprietary
4.77%±1.04% 1.99%±2.20% 5.39%±3.48% 10.30%±2.12% 3.95%±1.38% 2.24%±0.47% 43.5K
25 25
20 - 29
gemini-3.5-flash
Google · Proprietary
6.58%±2.71% 13.69%±5.15% 3.66%±6.76% 9.97%±7.96% 6.59%±5.65% 1.00%±0.36% 4.0K
26 26
23 - 29
Grok 4.3 (High)
xAI · Proprietary
7.66%±0.82% 8.84%±1.85% 14.45%±2.16% 6.58%±1.48% 9.09%±2.11% 0.68%±0.19% 35.6K
27 27
24 - 29
Grok Build 0.1
xAI · Proprietary
7.85%±0.81% 6.03%±1.87% 13.40%±2.43% 11.15%±1.74% 8.77%±1.58% 0.09%±0.18% 46.7K
28 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 29
24 - 29
Gemini 3 Flash
Google · Proprietary
8.26%±0.79% 9.13%±1.63% 11.96%±1.98% 3.94%±1.34% 16.61%±2.24% 0.31%±0.98% 55.9K
30 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
31 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
32 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
33 33
31 - 32
Grok 4.3
xAI · Proprietary
15.71%±1.02% 12.11%±1.67% 16.40%±1.91% 7.57%±1.31% 43.34%±4.08% 0.88%±0.22% 55.4K
🔍

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