排名Rank 名次区间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
Claude Fable 5 (High)
Anthropic · Proprietary
14.10%±1.56% 16.88%±2.73% 30.94%±5.70% 12.56%±2.95% 8.91%±1.85% 1.24%±0.13% 16.1K
🥈 2 - 6
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.76%±1.34% 8.28%±2.58% 18.04%±4.89% 11.77%±2.48% 10.03%±1.20% 0.70%±0.35% 32.5K
🥉 2 - 7
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.90%±0.91% 7.69%±1.73% 13.87%±3.31% 7.18%±1.84% 14.54%±0.85% 1.24%±0.13% 32.7K
4 2 - 11
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.51%±1.25% 6.55%±2.50% 13.34%±4.48% 9.80%±2.35% 11.74%±1.36% 1.13%±0.16% 33.4K
5 2 - 11
Claude Opus 4.7
Anthropic · Proprietary
8.22%±1.24% 6.02%±2.49% 13.96%±4.46% 8.97%±2.28% 10.97%±1.48% 1.19%±0.14% 34.1K
6 2 - 11
Claude Sonnet 5 (High)
Anthropic · Proprietary
8.16%±1.38% 12.25%±2.62% 14.50%±5.28% 3.58%±2.65% 9.35%±0.84% 1.11%±0.15% 22.8K
7 3 - 11
GPT 5.5 (High)
OpenAI · Proprietary
7.41%±0.75% 6.41%±1.48% 8.10%±2.65% 8.71%±1.49% 12.58%±0.92% 1.24%±0.13% 58.0K
8 4 - 12
GPT 5.4 (High)
OpenAI · Proprietary
6.73%±0.77% 6.83%±1.50% 6.69%±2.72% 8.96%±1.47% 9.91%±0.97% 1.24%±0.13% 58.1K
9 4 - 12
GPT 5.5
OpenAI · Proprietary
6.66%±0.74% 4.79%±1.46% 7.23%±2.59% 8.84%±1.39% 11.21%±0.88% 1.24%±0.13% 58.6K
10 4 - 12
GLM 5.2 (Max)
智谱 ZAI · MIT
6.54%±1.17% 9.46%±2.21% 13.74%±4.23% 3.44%±2.30% 4.82%±1.17% 1.24%±0.13% 29.6K
11 4 - 12
Claude Opus 4.6
Anthropic · Proprietary
6.49%±1.20% 2.32%±2.62% 9.17%±4.14% 8.67%±2.23% 11.02%±1.49% 1.24%±0.13% 33.2K
12 8 - 13
Claude Opus 4.8
Anthropic · Proprietary
4.75%±1.55% 7.23%±2.65% 12.77%±4.85% 8.83%±2.59% 10.22%±1.08% 15.29%±3.75% 30.5K
13 12 - 16
Claude Sonnet 4.6
Anthropic · Proprietary
2.74%±1.11% 0.79%±2.58% 0.13%±3.65% 1.66%±2.12% 11.73%±1.28% 1.23%±0.13% 33.9K
14 13 - 19
GLM 5.1
智谱 ZAI · MIT
1.57%±0.86% 1.67%±1.83% 0.80%±2.94% 0.05%±1.79% 4.07%±0.94% 1.24%±0.13% 47.8K
15 13 - 22
Qwen3.7 Max
阿里巴巴 · Proprietary
0.36%±2.01% 1.43%±4.14% 0.52%±6.44% 5.20%±4.97% 7.91%±2.30% 1.02%±0.24% 6.3K
16 13 - 23
Kimi K2.7 Code
月之暗面 · Modified MIT
0.13%±2.60% 7.70%±4.79% 0.63%±8.70% 6.82%±6.57% 0.86%±2.95% 1.24%±0.13% 4.9K
17 15 - 21
Gemini 3.1 Pro Preview
Google · Proprietary
0.17%±0.70% 0.72%±1.54% 0.72%±2.24% 3.47%±1.28% 6.98%±1.22% 1.20%±0.14% 58.1K
18 14 - 23
Qwen3.7 Plus
阿里巴巴 · Proprietary
0.43%±1.87% 1.87%±4.04% 1.63%±5.70% 5.20%±4.80% 5.90%±1.92% 0.63%±0.51% 6.4K
19 14 - 23
DeepSeek V4 Pro
DeepSeek · MIT
0.83%±1.86% 2.34%±4.09% 3.13%±5.85% 4.61%±4.73% 4.94%±1.34% 0.99%±0.22% 6.7K
20 15 - 22
Gemini 3.5 Flash (High)
Google · Proprietary
0.90%±0.76% 0.98%±1.71% 3.82%±2.42% 0.44%±1.40% 0.13%±1.25% 1.09%±0.33% 46.0K
21 14 - 24
Kimi K2.6
月之暗面 · Modified MIT
1.61%±2.91% 2.34%±4.88% 3.89%±9.05% 7.33%±6.22% 8.23%±6.69% 1.24%±0.13% 5.0K
22 16 - 24
Minimax M3
MiniMax · MiniMax Community License
3.08%±1.78% 7.66%±4.19% 9.93%±5.32% 5.24%±4.67% 6.46%±1.19% 0.99%±0.24% 6.4K
23 18 - 25
Mimo V2.5 Pro
小米 · MIT
3.71%±1.87% 6.18%±4.22% 10.28%±5.58% 5.48%±5.30% 2.77%±2.41% 0.63%±0.36% 6.8K
24 21 - 25
DeepSeek V4 Flash
DeepSeek · MIT
4.65%±1.75% 9.37%±4.26% 10.65%±5.01% 7.33%±4.65% 4.71%±1.35% 0.60%±0.55% 6.5K
25 23 - 30
Gemini 3.5 Flash (Medium)
Google · Proprietary
7.24%±1.92% 13.44%±4.15% 9.32%±5.00% 8.13%±4.65% 6.20%±4.33% 0.87%±0.48% 6.1K
26 25 - 29
Grok 4.3 (High)
SpaceXAI · Proprietary
7.65%±0.79% 8.92%±1.80% 14.41%±2.09% 6.78%±1.44% 8.88%±2.03% 0.74%±0.17% 38.0K
27 25 - 29
Grok Build 0.1
SpaceXAI · Proprietary
7.87%±0.81% 5.77%±1.83% 13.07%±2.44% 11.38%±1.72% 9.34%±1.58% 0.24%±0.16% 49.2K
28 25 - 29
Gemini 3 Flash
Google · Proprietary
8.14%±0.79% 8.77%±1.61% 11.47%±1.97% 3.98%±1.33% 16.56%±2.17% 0.10%±1.27% 58.5K
29 25 - 31
Minimax M2.7
MiniMax · Modified MIT
10.18%±2.14% 17.12%±4.70% 14.49%±5.92% 16.42%±5.34% 3.74%±3.68% 0.89%±0.33% 6.6K
30 28 - 32
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
11.87%±2.84% 11.23%±5.46% 7.15%±9.03% 20.97%±5.49% 18.97%±6.56% 1.01%±1.00% 8.8K
31 29 - 32
Gemma 4 31B
Google · Apache 2.0
13.09%±1.48% 3.00%±1.69% 4.99%±2.50% 4.32%±1.57% 31.07%±4.88% 22.07%±4.41% 47.8K
32 30 - 32
Grok 4.3
SpaceXAI · Proprietary
15.57%±1.02% 11.30%±1.64% 16.01%±1.91% 8.34%±1.29% 43.10%±4.10% 0.91%±0.19% 57.9K
🔍

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