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 - 6
Claude Opus 5 (High)
Anthropic · Proprietary
12.34%±1.53% 15.49%±3.15% 19.85%±5.51% 10.95%±2.98% 14.31%±0.81% 1.09%±0.17% 19.8K
🥈 2
1 - 6
Claude Opus 5 (Max)
Anthropic · Proprietary
11.97%±1.79% 18.23%±3.26% 19.37%±6.54% 6.46%±3.62% 14.65%±0.90% 1.16%±0.17% 15.6K
🥉 3
1 - 6
Claude Fable 5 (High)
Anthropic · Proprietary
11.64%±1.71% 12.41%±3.23% 21.92%±5.97% 8.67%±3.61% 14.00%±2.44% 1.18%±0.17% 31.7K
4 4
1 - 6
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.53%±0.62% 17.84%±1.24% 18.60%±2.24% 6.20%±1.13% 8.79%±0.54% 1.19%±0.17% 82.6K
5 5
1 - 11
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
9.80%±1.39% 10.12%±2.86% 22.03%±5.09% 6.01%±2.88% 9.67%±1.03% 1.19%±0.17% 26.2K
6 6
1 - 11
Claude Opus 4.8 (High)
Anthropic · Proprietary
9.56%±1.50% 8.33%±2.69% 21.66%±4.94% 8.85%±2.84% 9.34%±2.43% 0.40%±1.64% 35.2K
7 7
5 - 12
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.63%±0.93% 4.57%±1.95% 13.71%±3.23% 8.97%±1.74% 14.73%±1.19% 1.18%±0.17% 47.8K
8 8
5 - 16
Claude Opus 4.7 (High)
Anthropic · Proprietary
8.12%±1.23% 5.78%±2.51% 12.16%±4.13% 8.32%±2.45% 13.27%±1.73% 1.07%±0.19% 36.2K
9 9
5 - 16
GPT 5.5 (High)
OpenAI · Proprietary
7.75%±0.83% 4.24%±1.73% 11.01%±2.91% 9.14%±1.55% 13.18%±0.92% 1.19%±0.17% 73.1K
10 10
5 - 16
Claude Opus 4.7
Anthropic · Proprietary
7.55%±1.24% 5.21%±2.58% 11.66%±4.08% 9.45%±2.43% 10.28%±1.96% 1.13%±0.18% 36.7K
11 11
5 - 21
Claude Sonnet 5 (High)
Anthropic · Proprietary
6.59%±2.18% 1.54%±4.59% 14.33%±7.52% 4.77%±4.61% 11.24%±1.72% 1.04%±0.18% 25.8K
12 12
7 - 18
Claude Opus 4.6
Anthropic · Proprietary
6.56%±1.19% 4.89%±2.52% 8.20%±3.85% 7.37%±2.32% 11.17%±1.79% 1.19%±0.17% 35.9K
13 13
8 - 18
GPT 5.5
OpenAI · Proprietary
6.40%±0.79% 3.31%±1.69% 7.85%±2.71% 7.86%±1.49% 11.80%±0.93% 1.19%±0.17% 74.2K
14 14
8 - 19
Qwen3.8 Max
阿里巴巴 · Proprietary
6.29%±1.39% 11.52%±3.10% 6.81%±4.88% 4.51%±2.73% 8.41%±1.16% 0.20%±0.34% 11.5K
15 15
8 - 19
Grok 4.5
SpaceXAI · Proprietary
6.08%±1.15% 5.58%±2.57% 5.33%±4.10% 6.71%±2.17% 11.61%±1.14% 1.19%±0.17% 30.8K
16 16
8 - 21
DeepSeek V4 Pro (High)
DeepSeek · MIT
5.96%±1.29% 12.69%±2.71% 3.41%±4.39% 1.69%±2.87% 10.89%±0.94% 1.14%±0.16% 13.1K
17 17
8 - 18
GLM 5.2 (Max)
智谱 ZAI · MIT
6.06%±0.86% 7.31%±1.86% 10.14%±3.00% 5.53%±1.51% 6.14%±1.12% 1.19%±0.17% 54.5K
18 18
11 - 22
GPT 5.4 (High)
OpenAI · Proprietary
5.00%±0.80% 4.60%±1.75% 3.32%±2.68% 6.33%±1.57% 9.58%±1.06% 1.19%±0.17% 73.4K
19 19
11 - 24
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
4.25%±1.87% 1.37%±4.22% 8.29%±6.43% 1.63%±3.78% 11.51%±1.46% 1.19%±0.17% 8.8K
20 20
14 - 23
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
4.15%±0.79% 8.61%±1.89% 2.03%±2.66% 3.75%±1.50% 5.17%±0.64% 1.19%±0.17% 41.7K
21 21
16 - 24
Gemini 3.7 Flash (High)
Google · Proprietary
3.44%±1.05% 9.84%±2.50% 0.62%±3.47% 2.57%±2.08% 3.00%±1.17% 1.17%±0.17% 17.4K
22 22
17 - 24
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.16%±1.20% 2.13%±2.93% 2.20%±3.99% 4.70%±2.38% 9.84%±1.24% 1.19%±0.17% 14.5K
23 23
18 - 24
Claude Sonnet 4.6
Anthropic · Proprietary
2.99%±1.18% 0.51%±2.65% 1.14%±3.56% 1.93%±2.28% 11.30%±2.23% 1.09%±0.20% 36.8K
24 24
16 - 29
Claude Opus 4.8
Anthropic · Proprietary
2.43%±2.27% 7.93%±2.75% 13.78%±4.76% 8.01%±2.77% 10.47%±1.94% 28.02%±8.93% 33.2K
25 25
17 - 33
glm-5.3-max
智谱 ZAI · MIT
2.07%±2.57% 10.16%±4.53% 5.13%±8.96% 8.95%±5.02% 2.87%±1.98% 1.14%±0.16% 0
26 26
23 - 28
Muse Spark 1.1
Meta · Proprietary
0.90%±0.61% 6.42%±1.43% 5.51%±1.81% 3.46%±1.15% 5.91%±1.13% 1.16%±0.17% 75.8K
27 27
19 - 34
Kimi K2.7 Code
月之暗面 · Modified MIT
0.47%±2.06% 3.81%±4.39% 1.52%±6.89% 2.61%±4.65% 1.53%±2.60% 1.19%±0.17% 11.1K
28 28
23 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.05%±0.87% 2.57%±2.20% 2.72%±2.80% 0.28%±1.64% 4.92%±0.94% 0.35%±0.26% 30.3K
29 29
23 - 31
GLM 5.1
智谱 ZAI · MIT
0.13%±0.74% 0.99%±1.68% 0.12%±2.27% 1.22%±1.38% 0.87%±1.39% 0.58%±0.46% 71.6K
30 30
25 - 33
Gemini 3.5 Flash (High)
Google · Proprietary
0.60%±0.61% 0.33%±1.39% 0.63%±1.87% 0.49%±1.11% 2.35%±1.10% 0.14%±0.21% 94.0K
31 31
24 - 34
Qwen3.7 Max
阿里巴巴 · Proprietary
0.64%±0.85% 2.20%±2.16% 6.05%±2.54% 0.50%±1.50% 4.94%±1.53% 0.63%±0.24% 31.7K
32 32
25 - 34
Gemini 3.1 Pro Preview
Google · Proprietary
0.86%±0.68% 0.95%±1.51% 2.75%±2.06% 3.05%±1.19% 12.01%±1.33% 0.95%±0.27% 81.5K
33 33
23 - 37
Kimi K2.6
月之暗面 · Modified MIT
1.29%±2.20% 1.39%±4.60% 0.50%±6.84% 0.71%±4.73% 6.03%±4.45% 1.19%±0.17% 11.2K
34 34
28 - 37
Mimo V2.5 Pro
小米 · MIT
2.22%±0.88% 3.41%±2.19% 7.77%±2.68% 1.68%±1.61% 1.71%±1.45% 0.05%±0.32% 32.5K
35 35
27 - 37
Hy3
腾讯 · Apache 2.0
2.26%±1.25% 2.26%±2.87% 1.97%±4.14% 8.74%±2.37% 2.99%±1.73% 1.29%±0.64% 19.6K
36 36
27 - 37
Qwen3.7 Plus
阿里巴巴 · Proprietary
2.47%±1.29% 2.90%±3.34% 10.29%±3.81% 5.51%±2.65% 6.20%±1.72% 0.15%±0.38% 17.0K
37 37
31 - 37
Gemini 3.6 Flash (High)
Google · Proprietary
3.09%±1.22% 3.15%±3.08% 5.88%±3.74% 3.38%±2.33% 4.21%±1.69% 1.16%±0.18% 13.4K
38 38
31 - 37
Minimax M3
MiniMax · MiniMax Community License
3.14%±0.83% 6.61%±2.22% 9.35%±2.53% 6.31%±1.55% 5.90%±0.83% 0.68%±0.30% 32.1K
39 39
31 - 38
Gemini 3.5 Flash (Medium)
Google · Proprietary
3.88%±1.40% 8.81%±3.49% 6.36%±4.05% 3.28%±2.69% 1.50%±2.48% 0.57%±0.57% 13.3K
40 40
37 - 42
Inkling Small
Thinky · Apache 2.0
6.69%±1.76% 18.02%±4.91% 14.30%±5.38% 12.41%±3.96% 10.89%±1.61% 0.38%±0.50% 8.5K
41 41
38 - 40
Inkling
Thinky · Apache 2.0
6.98%±0.93% 11.83%±2.65% 17.48%±2.66% 13.47%±1.94% 7.27%±1.05% 0.61%±0.23% 36.6K
42 42
38 - 44
Mistral Medium 3.5
Mistral · Modified MIT
7.52%±1.89% 11.26%±4.52% 10.94%±5.41% 11.58%±3.86% 1.42%±3.08% 2.38%±1.77% 6.0K
43 43
39 - 45
Grok 4.3 (High)
SpaceXAI · Proprietary
8.92%±0.83% 10.18%±1.74% 14.06%±1.81% 7.31%±1.27% 13.99%±2.84% 0.95%±0.18% 62.4K
44 44
39 - 45
Gemini 3 Flash
Google · Proprietary
9.14%±0.81% 7.71%±1.53% 10.92%±1.73% 3.77%±1.18% 22.76%±2.41% 0.55%±1.68% 83.0K
45 45
40 - 45
Grok Build 0.1
SpaceXAI · Proprietary
9.43%±0.88% 5.74%±1.77% 11.33%±2.15% 8.99%±1.59% 21.83%±2.72% 0.72%±0.17% 74.0K
46 46
40 - 47
Solar Pro 4
Upstage · Proprietary
10.88%±2.33% 6.43%±5.68% 17.97%±6.19% 15.46%±4.76% 13.51%±4.49% 1.03%±3.09% 5.2K
47 47
41 - 46
Gemini 3.5 Flash Lite
Google · Proprietary
10.74%±1.23% 12.92%±2.99% 13.95%±3.09% 10.98%±2.33% 15.66%±2.89% 0.17%±0.45% 20.5K
48 48
44 - 46
Minimax M2.7
MiniMax · Modified MIT
11.69%±1.08% 11.40%±2.52% 16.63%±2.79% 14.26%±1.99% 17.16%±2.93% 1.00%±0.21% 32.3K
49 49
46 - 49
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
15.32%±2.34% 15.55%±4.99% 15.24%±6.10% 20.34%±4.36% 25.76%±6.85% 0.29%±0.42% 12.1K
50 50
47 - 49
Grok 4.3
SpaceXAI · Proprietary
16.37%±1.21% 11.24%±1.59% 15.85%±1.70% 5.87%±1.18% 49.95%±5.37% 1.04%±0.18% 82.4K
51 51
47 - 49
Gemma 4 31B
Google · Apache 2.0
19.81%±2.55% 1.13%±1.79% 3.55%±2.55% 8.39%±1.74% 53.37%±9.99% 32.60%±7.18% 56.6K
🔍

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