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 - 2
Claude Fable 5 (High)
Anthropic · Proprietary
12.94%±2.10% 17.55%±3.21% 28.86%±7.97% 5.39%±4.14% 10.87%±1.76% 2.05%±0.26% 11.7K
🥈 2
1 - 9
GPT 5.5 (xHigh)
OpenAI · Proprietary
10.56%±3.05% 5.36%±5.15% 29.39%±11.53% 1.86%±5.95% 14.11%±2.30% 2.05%±0.26% 4.5K
🥉 3
2 - 9
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.26%±1.41% 9.88%±2.43% 17.86%±5.14% 8.72%±2.54% 9.41%±1.24% 0.41%±2.08% 21.8K
4 4
2 - 9
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.64%±1.21% 7.92%±2.41% 10.35%±4.38% 10.42%±2.39% 12.51%±0.93% 2.01%±0.26% 27.7K
5 5
2 - 9
GPT 5.5 (High)
OpenAI · Proprietary
8.16%±1.12% 6.40%±2.10% 11.07%±3.97% 8.00%±2.15% 13.27%±1.20% 2.05%±0.26% 31.1K
6 6
2 - 9
Claude Opus 4.6
Anthropic · Proprietary
7.98%±1.23% 7.98%±2.42% 11.11%±4.14% 8.11%±2.35% 10.63%±1.58% 2.05%±0.26% 27.8K
7 7
2 - 10
Claude Opus 4.7
Anthropic · Proprietary
7.60%±1.26% 6.91%±2.44% 9.83%±4.48% 7.51%±2.50% 11.72%±1.13% 2.01%±0.26% 27.8K
8 8
2 - 10
GPT 5.4 (High)
OpenAI · Proprietary
7.29%±1.18% 6.40%±2.19% 10.90%±4.33% 4.67%±2.33% 12.45%±1.06% 2.05%±0.26% 31.1K
9 9
2 - 10
GPT 5.5
OpenAI · Proprietary
7.10%±1.09% 3.29%±2.08% 10.10%±3.95% 8.34%±2.07% 11.71%±1.28% 2.05%±0.26% 31.4K
10 10
7 - 12
Claude Opus 4.8
Anthropic · Proprietary
4.77%±1.76% 8.36%±2.70% 15.04%±5.54% 7.22%±2.81% 7.08%±1.67% 13.85%±4.57% 19.4K
11 11
10 - 12
Claude Sonnet 4.6
Anthropic · Proprietary
3.39%±1.14% 2.01%±2.54% 2.35%±3.61% 3.76%±2.28% 11.49%±1.84% 2.04%±0.26% 27.7K
12 12
10 - 13
GLM 5.1
智谱 ZAI · MIT
2.44%±1.23% 4.74%±2.52% 0.63%±4.28% 0.28%±2.51% 5.06%±1.46% 2.05%±0.26% 26.2K
13 13
12 - 17
DeepSeek V4 Pro
DeepSeek · MIT
0.05%±1.21% 2.55%±2.50% 1.58%±4.24% 3.30%±2.48% 1.99%±1.13% 0.57%±0.39% 26.5K
14 14
13 - 17
Gemini 3.5 Flash
Google · Proprietary
0.21%±1.08% 2.76%±2.42% 2.15%±3.59% 0.98%±2.06% 2.84%±1.34% 1.99%±0.27% 24.2K
15 15
13 - 17
Kimi K2.6
月之暗面 · Modified MIT
0.45%±1.10% 0.24%±2.39% 4.00%±3.73% 2.78%±2.30% 2.25%±1.39% 2.05%±0.26% 27.6K
16 16
13 - 17
Gemini 3.1 Pro Preview
Google · Proprietary
0.60%±0.96% 0.13%±2.17% 2.15%±3.06% 1.91%±1.82% 4.67%±1.66% 2.01%±0.27% 31.3K
17 17
13 - 17
DeepSeek V4 Flash
DeepSeek · MIT
0.92%±1.38% 3.59%±2.74% 2.13%±4.75% 5.91%±2.91% 0.65%±1.64% 0.49%±0.44% 26.3K
18 18
18 - 19
Qwen 3.6 Plus
阿里巴巴 · Proprietary
4.12%±1.25% 1.82%±2.56% 7.04%±4.18% 8.97%±2.69% 1.65%±1.80% 1.12%±0.57% 25.8K
19 19
18 - 20
Grok Build 0.1
xAI · Proprietary
5.87%±1.14% 6.63%±2.65% 12.34%±3.59% 8.82%±2.38% 3.30%±1.56% 4.85%±0.72% 21.2K
20 20
19 - 22
Minimax M2.7
MiniMax · Modified MIT
7.86%±1.10% 10.66%±2.67% 18.85%±3.29% 9.10%±2.24% 2.68%±1.85% 2.01%±0.27% 26.5K
21 21
20 - 22
Grok 4.3 (High)
xAI · Proprietary
8.59%±1.44% 12.86%±3.60% 17.97%±4.00% 6.67%±2.76% 2.32%±3.26% 3.15%±1.18% 9.3K
22 22
20 - 22
Gemini 3 Flash
Google · Proprietary
8.67%±1.07% 13.31%±2.32% 14.26%±2.75% 4.13%±1.87% 13.18%±3.16% 1.55%±0.43% 31.3K
23 23
23 - 23
Gemma 4 31B
Google · Apache 2.0
13.20%±1.97% 7.92%±2.66% 7.95%±3.90% 7.15%±2.39% 27.77%±6.50% 15.24%±4.65% 20.3K
24 24
24 - 24
Grok 4.3
xAI · Proprietary
19.23%±1.64% 14.23%±2.40% 14.29%±3.00% 3.95%±1.92% 64.10%±6.71% 0.39%±0.66% 30.5K
🔍

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