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 - 4
Claude Fable 5 (High)
Anthropic · Proprietary
13.22%±1.98% 11.71%±3.77% 24.97%±7.41% 15.64%±3.76% 12.67%±1.31% 1.08%±0.12% 23.5K
🥈 2
1 - 8
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
10.04%±1.39% 9.11%±2.62% 19.58%±5.05% 11.00%±2.58% 10.59%±1.05% 0.09%±1.12% 34.1K
🥉 3
1 - 9
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
9.86%±1.66% 7.64%±3.30% 21.97%±6.41% 9.95%±2.77% 8.64%±1.22% 1.08%±0.12% 15.5K
4 4
1 - 10
Kimi K3
月之暗面 · Proprietary
9.62%±1.87% 14.42%±3.44% 20.62%±6.90% 5.58%±4.07% 6.41%±1.52% 1.08%±0.12% 8.3K
5 5
2 - 12
Claude Sonnet 5 (High)
Anthropic · Proprietary
9.10%±1.87% 8.70%±3.64% 17.59%±7.04% 7.46%±3.60% 10.78%±0.88% 0.95%±0.13% 24.3K
6 6
2 - 9
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.80%±0.86% 7.21%±1.76% 11.69%±3.09% 9.22%±1.63% 14.78%±0.72% 1.08%±0.12% 40.1K
7 7
2 - 13
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.30%±1.25% 5.93%±2.56% 12.39%±4.40% 9.72%±2.37% 12.51%±1.14% 0.98%±0.14% 35.1K
8 8
2 - 13
Claude Opus 4.7
Anthropic · Proprietary
8.07%±1.25% 5.84%±2.56% 12.89%±4.38% 9.87%±2.32% 10.72%±1.54% 1.03%±0.13% 35.6K
9 9
3 - 13
GPT 5.5 (High)
OpenAI · Proprietary
7.73%±0.79% 6.51%±1.57% 10.04%±2.84% 9.32%±1.43% 11.70%±1.10% 1.08%±0.12% 65.3K
10 10
5 - 15
Claude Opus 4.6
Anthropic · Proprietary
6.65%±1.24% 3.09%±2.65% 10.22%±4.21% 7.67%±2.30% 11.19%±1.34% 1.08%±0.12% 34.8K
11 11
6 - 15
GLM 5.2 (Max)
智谱 ZAI · MIT
6.47%±1.02% 8.53%±2.02% 12.29%±3.67% 5.59%±1.82% 4.85%±1.17% 1.08%±0.12% 37.2K
12 12
7 - 15
GPT 5.5
OpenAI · Proprietary
6.43%±0.76% 4.87%±1.54% 7.50%±2.69% 7.40%±1.36% 11.28%±0.90% 1.08%±0.12% 66.3K
13 13
6 - 15
Grok 4.5
SpaceXAI · Proprietary
6.42%±1.28% 6.21%±2.67% 9.01%±4.72% 4.95%±2.21% 10.86%±1.01% 1.08%±0.12% 20.9K
14 14
10 - 15
GPT 5.4 (High)
OpenAI · Proprietary
5.90%±0.75% 6.88%±1.56% 3.56%±2.64% 8.41%±1.44% 9.58%±0.92% 1.08%±0.12% 65.6K
15 15
10 - 17
Claude Opus 4.8
Anthropic · Proprietary
4.03%±1.65% 7.48%±2.73% 12.74%±4.86% 9.06%±2.64% 9.76%±1.39% 18.89%±4.50% 32.2K
16 16
15 - 18
Claude Sonnet 4.6
Anthropic · Proprietary
3.15%±1.15% 0.23%±2.63% 1.10%±3.78% 2.31%±2.19% 11.53%±1.39% 1.05%±0.12% 35.6K
17 17
15 - 20
GLM 5.1
智谱 ZAI · MIT
1.66%±0.79% 1.66%±1.74% 1.25%±2.71% 0.68%±1.55% 3.61%±0.91% 1.08%±0.12% 56.5K
18 18
16 - 22
Muse Spark 1.1
Meta · Proprietary
1.22%±0.95% 4.97%±2.15% 2.32%±2.96% 4.01%±1.80% 6.39%±1.67% 1.06%±0.12% 24.9K
19 19
17 - 25
Qwen3.7 Max
阿里巴巴 · Proprietary
0.33%±1.10% 1.91%±2.71% 4.71%±3.60% 0.62%±2.09% 7.09%±1.45% 0.55%±0.27% 15.0K
20 20
18 - 25
Gemini 3.1 Pro Preview
Google · Proprietary
0.19%±0.68% 2.13%±1.50% 1.08%±2.23% 3.26%±1.23% 8.41%±1.16% 1.01%±0.13% 66.6K
21 21
19 - 25
Gemini 3.5 Flash (High)
Google · Proprietary
0.67%±0.80% 3.09%±1.76% 3.44%±2.47% 0.49%±1.45% 1.78%±1.51% 1.72%±0.37% 46.0K
22 22
17 - 27
Kimi K2.7 Code
月之暗面 · Modified MIT
0.74%±1.71% 4.30%±3.47% 2.04%±6.08% 8.21%±3.21% 2.92%±2.79% 1.08%±0.12% 10.0K
23 23
18 - 27
Qwen3.7 Plus
阿里巴巴 · Proprietary
0.83%±1.23% 1.59%±3.07% 6.37%±3.78% 1.06%±2.50% 4.94%±1.95% 0.05%±0.52% 12.6K
24 24
19 - 27
DeepSeek V4 Pro
DeepSeek · MIT
0.84%±1.09% 3.42%±2.76% 5.50%±3.51% 1.45%±2.12% 5.63%±1.02% 0.56%±0.24% 15.5K
25 25
19 - 28
Kimi K2.6
月之暗面 · Modified MIT
2.26%±1.75% 2.03%±3.50% 2.08%±5.51% 6.26%±3.20% 6.06%±3.91% 1.08%±0.12% 10.1K
26 26
22 - 28
Minimax M3
MiniMax · MiniMax Community License
2.74%±1.08% 7.09%±2.81% 9.27%±3.42% 4.25%±2.21% 6.12%±0.95% 0.77%±0.21% 15.0K
27 27
22 - 29
Mimo V2.5 Pro
小米 · MIT
2.98%±1.13% 6.30%±2.84% 8.88%±3.51% 2.50%±2.21% 2.53%±1.68% 0.22%±0.32% 15.5K
28 28
25 - 30
DeepSeek V4 Flash
DeepSeek · MIT
3.78%±1.07% 7.23%±2.89% 10.83%±3.28% 3.36%±2.12% 3.41%±1.16% 0.90%±0.42% 15.0K
29 29
27 - 32
Inkling
Thinky · Apache 2.0
5.70%±1.60% 5.61%±4.17% 17.97%±4.56% 10.42%±3.69% 6.41%±1.92% 0.92%±0.58% 7.6K
30 30
28 - 33
Gemini 3.5 Flash (Medium)
Google · Proprietary
6.54%±1.72% 13.06%±4.15% 7.71%±5.06% 8.63%±3.29% 3.88%±3.51% 0.58%±0.53% 8.4K
31 31
29 - 33
Grok Build 0.1
SpaceXAI · Proprietary
7.56%±0.81% 3.91%±1.76% 11.39%±2.41% 11.00%±1.59% 11.94%±1.83% 0.44%±0.13% 58.0K
32 32
29 - 33
Grok 4.3 (High)
SpaceXAI · Proprietary
7.85%±0.81% 8.82%±1.73% 13.97%±2.01% 5.96%±1.31% 11.24%±2.44% 0.76%±0.13% 46.8K
33 33
30 - 33
Gemini 3 Flash
Google · Proprietary
8.33%±0.75% 8.29%±1.58% 12.10%±1.90% 4.34%±1.24% 16.93%±1.99% 0.01%±1.04% 67.3K
34 34
34 - 36
Minimax M2.7
MiniMax · Modified MIT
11.49%±1.36% 16.31%±3.20% 14.20%±3.88% 16.01%±2.50% 11.83%±3.17% 0.91%±0.18% 15.2K
35 35
34 - 37
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
12.90%±2.43% 14.43%±5.14% 10.80%±7.44% 19.21%±4.85% 19.61%±5.56% 0.46%±0.69% 10.1K
36 36
34 - 37
Gemma 4 31B
Google · Apache 2.0
13.97%±1.58% 2.13%±1.72% 3.88%±2.60% 5.06%±1.51% 33.43%±5.08% 25.33%±5.02% 54.4K
37 37
35 - 37
Grok 4.3
SpaceXAI · Proprietary
14.68%±1.03% 10.35%±1.62% 15.32%±1.87% 6.93%±1.24% 41.67%±4.23% 0.90%±0.13% 66.7K
🔍

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