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
14.05%±1.53% 16.27%±2.58% 29.86%±5.65% 12.34%±2.93% 10.04%±1.81% 1.75%±0.21% 16.2K
🥈 2
2 - 8
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
8.85%±1.19% 10.65%±2.11% 15.23%±4.20% 9.13%±2.19% 9.01%±1.32% 0.22%±1.17% 28.0K
🥉 3
2 - 9
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.13%±1.41% 5.13%±2.62% 14.82%±5.22% 3.95%±2.75% 15.00%±1.26% 1.75%±0.21% 13.8K
4 4
2 - 9
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
7.98%±1.24% 3.53%±2.58% 11.79%±4.46% 9.03%±2.33% 13.91%±0.82% 1.65%±0.22% 30.0K
5 5
2 - 9
GPT 5.5 (High)
OpenAI · Proprietary
7.92%±0.89% 6.33%±1.66% 10.87%±3.14% 7.24%±1.69% 13.43%±1.10% 1.75%±0.21% 40.2K
6 6
2 - 9
Claude Opus 4.7
Anthropic · Proprietary
7.86%±1.26% 5.00%±2.52% 10.73%±4.55% 9.38%±2.34% 12.50%±1.15% 1.69%±0.22% 30.0K
7 7
2 - 10
Claude Opus 4.6
Anthropic · Proprietary
7.03%±1.22% 5.11%±2.50% 9.75%±4.14% 7.03%±2.28% 11.51%±1.61% 1.74%±0.21% 30.0K
8 8
2 - 10
GPT 5.5
OpenAI · Proprietary
6.80%±0.86% 4.97%±1.62% 8.43%±3.07% 7.27%±1.60% 11.59%±1.15% 1.75%±0.21% 40.5K
9 9
3 - 10
GPT 5.4 (High)
OpenAI · Proprietary
6.61%±0.88% 5.61%±1.71% 5.28%±3.11% 8.07%±1.73% 12.36%±0.92% 1.75%±0.21% 40.3K
10 10
7 - 13
GLM 5.2 (Max)
智谱 ZAI · MIT
4.51%±1.77% 9.96%±3.23% 12.69%±6.49% 5.45%±3.38% 3.60%±1.98% 1.75%±0.21% 13.4K
11 11
10 - 13
Claude Opus 4.8
Anthropic · Proprietary
3.14%±1.55% 5.60%±2.48% 11.95%±4.48% 7.00%±2.43% 8.86%±1.27% 17.71%±4.58% 25.5K
12 12
10 - 13
Claude Sonnet 4.6
Anthropic · Proprietary
3.06%±1.12% 1.46%±2.55% 3.46%±3.53% 3.75%±2.17% 11.85%±1.71% 1.72%±0.21% 30.0K
13 13
10 - 13
GLM 5.1
智谱 ZAI · MIT
2.07%±0.96% 3.30%±1.98% 0.53%±3.31% 0.35%±1.97% 5.12%±1.06% 1.75%±0.21% 35.3K
14 14
14 - 19
Gemini 3.5 Flash
Google · Proprietary
0.03%±0.84% 1.06%±1.85% 1.71%±2.74% 1.11%±1.60% 2.68%±1.23% 1.36%±0.25% 33.3K
15 15
14 - 20
Gemini 3.1 Pro Preview
Google · Proprietary
0.47%±0.79% 0.26%±1.73% 0.98%±2.51% 2.16%±1.47% 5.48%±1.40% 1.69%±0.22% 40.3K
16 16
14 - 20
DeepSeek V4 Pro
DeepSeek · MIT
0.76%±1.25% 0.75%±2.76% 1.84%±4.32% 3.64%±2.57% 2.27%±1.15% 0.13%±0.34% 28.7K
17 17
14 - 20
Kimi K2.6
月之暗面 · Modified MIT
1.01%±0.88% 0.43%±1.88% 2.97%±2.91% 3.51%±1.76% 0.11%±1.35% 1.75%±0.21% 36.9K
18 18
14 - 20
Kimi K2.7 Code
月之暗面 · Modified MIT
1.11%±1.55% 3.22%±2.83% 0.45%±5.13% 7.31%±3.08% 2.77%±3.18% 1.75%±0.21% 16.3K
19 19
14 - 20
DeepSeek V4 Flash
DeepSeek · MIT
1.70%±1.09% 4.35%±2.10% 1.60%±3.76% 7.95%±2.24% 3.00%±1.55% 0.29%±0.42% 35.5K
20 20
15 - 21
Minimax M3
MiniMax · Proprietary
2.04%±1.23% 1.17%±2.77% 6.97%±4.07% 7.42%±2.62% 3.61%±1.15% 1.75%±0.21% 15.9K
21 21
20 - 22
Qwen 3.6 Plus
阿里巴巴 · Proprietary
4.12%±0.97% 0.56%±1.97% 6.90%±3.21% 9.75%±2.04% 1.62%±1.37% 1.76%±0.52% 34.8K
22 22
22 - 25
Grok Build 0.1
xAI · Proprietary
6.26%±0.95% 6.85%±2.22% 11.34%±2.99% 9.37%±2.00% 2.00%±1.42% 1.74%±0.38% 30.1K
23 23
22 - 26
Grok 4.3 (High)
xAI · Proprietary
6.92%±1.05% 8.97%±2.41% 15.20%±2.87% 5.85%±1.93% 4.50%±2.57% 0.11%±0.45% 18.6K
24 24
21 - 27
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
7.36%±3.74% 5.54%±6.82% 2.30%±13.04% 19.65%±7.29% 10.21%±6.70% 0.90%±0.99% 4.7K
25 25
22 - 26
Minimax M2.7
MiniMax · Modified MIT
7.83%±0.87% 12.51%±2.09% 15.42%±2.57% 9.29%±1.71% 3.58%±1.56% 1.65%±0.23% 35.5K
26 26
23 - 26
Gemini 3 Flash
Google · Proprietary
8.28%±0.85% 11.32%±1.81% 13.09%±2.18% 4.46%±1.49% 13.74%±2.43% 1.20%±0.39% 40.5K
27 27
26 - 27
Gemma 4 31B
Google · Apache 2.0
12.72%±1.68% 5.55%±2.04% 7.94%±2.97% 6.03%±1.89% 27.58%±5.60% 16.50%±4.61% 29.5K
28 28
28 - 28
Grok 4.3
xAI · Proprietary
17.60%±1.26% 12.59%±1.85% 14.98%±2.25% 5.04%±1.49% 56.35%±5.15% 0.95%±0.34% 39.7K
🔍

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