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 - 3
Claude Opus 5 (High)
Anthropic · Proprietary
13.74%±1.80% 14.96%±3.73% 21.82%±6.81% 16.00%±3.26% 15.13%±0.84% 0.80%±0.14% 21.7K
🥈 2
1 - 5
Claude Opus 5 (Max)
Anthropic · Proprietary
11.69%±2.01% 15.49%±4.03% 18.35%±7.36% 8.30%±3.98% 15.50%±0.85% 0.83%±0.14% 17.3K
🥉 3
1 - 7
Claude Fable 5 (High)
Anthropic · Proprietary
10.61%±1.53% 6.81%±3.30% 20.25%±5.49% 13.23%±2.77% 11.88%±1.95% 0.86%±0.14% 35.2K
4 4
2 - 8
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
9.49%±1.51% 7.57%±3.20% 21.62%±5.62% 8.73%±2.88% 8.68%±1.02% 0.86%±0.14% 28.8K
5 5
2 - 11
Claude Opus 4.8 (High)
Anthropic · Proprietary
9.22%±1.53% 5.38%±3.11% 18.87%±5.30% 12.06%±2.83% 10.01%±1.89% 0.22%±0.95% 37.1K
6 6
3 - 8
Kimi K3 (Max)
月之暗面 · Kimi K3 license
8.71%±0.66% 16.90%±1.35% 15.85%±2.31% 2.13%±1.29% 7.79%±0.54% 0.86%±0.14% 95.3K
7 7
4 - 17
GPT 5.5 (xHigh)
OpenAI · Proprietary
7.53%±1.08% 2.45%±2.36% 12.23%±3.75% 8.55%±1.99% 13.54%±1.28% 0.86%±0.14% 50.3K
8 8
3 - 20
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.51%±2.11% 1.07%±4.44% 12.46%±7.28% 12.29%±4.43% 11.03%±1.57% 0.72%±0.16% 27.7K
9 9
6 - 21
Claude Opus 4.7 (High)
Anthropic · Proprietary
6.49%±1.42% 3.98%±3.00% 10.47%±4.70% 6.18%±2.62% 11.05%±2.46% 0.78%±0.15% 36.6K
10 10
7 - 20
GLM 5.2 (Max)
智谱 ZAI · MIT
6.23%±0.77% 8.65%±1.66% 11.26%±2.71% 5.41%±1.41% 4.97%±0.78% 0.86%±0.14% 66.1K
11 11
7 - 22
Claude Opus 4.7
Anthropic · Proprietary
6.18%±1.44% 3.42%±3.12% 10.52%±4.70% 7.72%±2.64% 8.41%±2.59% 0.81%±0.14% 37.1K
12 12
7 - 21
Grok 4.5
SpaceXAI · Proprietary
6.17%±1.15% 6.32%±2.55% 5.73%±4.09% 7.30%±2.24% 10.61%±1.14% 0.86%±0.14% 34.3K
13 13
6 - 24
Hy4 preview
腾讯 · Apache 2.0
5.97%±1.82% 15.04%±3.83% 5.50%±6.30% 1.54%±4.39% 10.19%±1.07% 0.68%±0.18% 9.0K
14 14
7 - 21
GPT 5.5 (High)
OpenAI · Proprietary
5.97%±1.02% 1.58%±2.16% 10.60%±3.50% 5.65%±1.81% 11.17%±1.60% 0.86%±0.14% 73.9K
15 15
6 - 25
Gemini 3.8 Flash (High)
Google · Proprietary
5.94%±1.91% 11.12%±4.25% 14.78%±6.30% 1.43%±4.78% 4.46%±1.13% 0.78%±0.16% 10.1K
16 16
7 - 21
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
5.91%±1.04% 13.14%±2.13% 5.47%±3.51% 1.06%±2.31% 9.03%±0.84% 0.86%±0.14% 26.5K
17 17
7 - 25
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
5.33%±1.27% 10.60%±2.92% 2.48%±4.30% 3.54%±2.67% 9.14%±1.00% 0.86%±0.14% 15.8K
18 18
8 - 24
Qwen3.8 Max
阿里巴巴 · Proprietary
5.24%±1.13% 8.38%±2.50% 6.47%±3.89% 4.56%±2.26% 6.91%±1.01% 0.11%±0.26% 18.6K
19 19
8 - 27
Claude Opus 4.6
Anthropic · Proprietary
5.06%±1.36% 3.02%±3.01% 7.22%±4.53% 5.04%±2.50% 9.17%±1.84% 0.86%±0.14% 36.4K
20 20
8 - 25
GPT 5.5
OpenAI · Proprietary
4.75%±0.88% 1.74%±1.98% 6.07%±2.98% 5.09%±1.60% 10.00%±1.16% 0.86%±0.14% 78.1K
21 21
10 - 30
GLM 5.3 Flash
智谱 ZAI · MIT
4.03%±1.23% 14.56%±2.63% 4.64%±4.09% 1.19%±2.70% 1.08%±1.14% 0.86%±0.14% 12.0K
22 22
15 - 29
GLM 5.3 (Max)
智谱 ZAI · MIT
3.74%±0.77% 12.36%±1.71% 4.27%±2.53% 0.83%±1.55% 0.40%±0.87% 0.86%±0.14% 44.0K
23 23
15 - 33
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.01%±1.18% 3.01%±3.02% 0.64%±3.87% 9.60%±2.37% 8.26%±1.31% 0.86%±0.14% 17.0K
24 24
20 - 32
GPT 5.4 (High)
OpenAI · Proprietary
2.95%±0.86% 2.05%±2.07% 0.65%±2.82% 4.21%±1.73% 8.28%±0.94% 0.86%±0.14% 77.3K
25 25
21 - 32
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
2.85%±0.81% 6.97%±1.82% 3.38%±2.73% 0.16%±1.65% 3.23%±0.67% 0.84%±0.14% 52.9K
26 26
17 - 35
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
2.51%±1.57% 11.86%±3.26% 1.54%±5.29% 0.31%±3.72% 2.99%±0.86% 0.43%±0.29% 11.4K
27 27
14 - 37
Claude Opus 4.8
Anthropic · Proprietary
2.22%±2.65% 6.54%±3.25% 11.59%±5.38% 9.77%±3.00% 10.40%±1.84% 27.17%±10.73% 33.7K
28 28
21 - 35
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
2.15%±1.20% 0.03%±2.83% 0.19%±3.91% 1.74%±2.51% 7.99%±1.20% 0.86%±0.14% 17.1K
29 29
20 - 39
Kimi K2.7 Code
月之暗面 · Modified MIT
1.24%±2.52% 1.92%±5.57% 1.16%±8.58% 5.13%±5.51% 2.85%±2.81% 0.86%±0.14% 11.1K
30 30
23 - 35
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
1.19%±1.11% 7.08%±2.54% 0.84%±3.67% 0.27%±2.28% 1.83%±1.01% 0.15%±0.24% 17.5K
31 31
25 - 37
Muse Spark 1.2 (xHigh)
Meta · Proprietary
0.85%±1.13% 6.27%±2.82% 6.45%±3.37% 5.70%±2.43% 9.29%±1.40% 0.85%±0.14% 18.4K
32 32
23 - 37
Claude Sonnet 4.6
Anthropic · Proprietary
0.85%±1.27% 4.76%±3.17% 0.80%±3.94% 1.15%±2.53% 10.19%±1.79% 0.78%±0.17% 38.7K
33 33
26 - 35
Gemini 3.7 Flash (High)
Google · Proprietary
0.84%±0.91% 9.80%±2.13% 1.60%±2.93% 5.38%±1.90% 0.61%±1.07% 0.79%±0.15% 24.4K
34 34
26 - 39
DeepSeek V4 Pro
DeepSeek · MIT
0.32%±1.03% 0.29%±2.64% 2.80%±3.35% 0.59%±1.96% 5.16%±0.93% 0.12%±0.22% 31.5K
35 35
22 - 43
Kimi K2.6
月之暗面 · Modified MIT
0.16%±2.69% 4.37%±5.84% 4.95%±8.87% 8.08%±5.75% 8.71%±5.24% 0.86%±0.14% 11.3K
36 36
30 - 39
Muse Spark 1.1
Meta · Proprietary
0.90%±0.63% 4.97%±1.53% 8.40%±1.82% 5.77%±1.31% 3.84%±1.07% 0.85%±0.14% 88.1K
37 37
33 - 42
Qwen3.7 Max
阿里巴巴 · Proprietary
1.46%±0.93% 1.85%±2.35% 6.38%±2.79% 2.59%±1.72% 3.30%±1.71% 0.21%±0.27% 35.4K
38 38
30 - 47
Hy3
腾讯 · Apache 2.0
1.51%±1.34% 3.87%±2.96% 1.46%±4.38% 0.62%±2.62% 0.30%±2.33% 1.32%±0.54% 23.8K
39 39
33 - 43
GLM 5.1
智谱 ZAI · MIT
1.60%±0.93% 0.53%±2.05% 1.64%±2.64% 0.79%±1.77% 4.83%±2.10% 1.27%±0.56% 72.0K
40 40
36 - 47
Qwen3.7 Plus
阿里巴巴 · Proprietary
2.91%±1.29% 3.98%±3.36% 11.51%±3.75% 2.87%±2.76% 3.90%±1.88% 0.11%±0.34% 19.0K
41 41
36 - 47
Gemini 3.5 Flash (High)
Google · Proprietary
2.99%±0.81% 1.09%±1.86% 1.10%±2.47% 7.37%±1.50% 5.33%±1.60% 0.05%±0.19% 94.4K
42 42
36 - 47
Gemini 3.6 Flash (High)
Google · Proprietary
3.20%±1.17% 1.50%±2.92% 5.27%±3.63% 4.16%±2.35% 5.93%±1.58% 0.83%±0.14% 17.2K
43 43
37 - 47
Gemini 3.1 Pro Preview
Google · Proprietary
3.32%±0.90% 2.06%±2.09% 2.14%±2.69% 2.09%±1.53% 15.23%±1.77% 0.62%±0.27% 83.5K
44 44
39 - 47
Minimax M3
MiniMax · MiniMax Community License
3.57%±0.92% 7.76%±2.48% 10.33%±2.71% 5.33%±1.86% 5.16%±0.87% 0.43%±0.22% 35.8K
45 45
39 - 47
Mimo V2.5 Pro
小米 · MIT
3.57%±0.96% 5.06%±2.44% 8.72%±2.85% 2.63%±1.82% 1.17%±1.73% 0.27%±0.33% 36.5K
46 46
39 - 48
Gemini 3.5 Flash (Medium)
Google · Proprietary
4.21%±1.48% 8.55%±3.63% 5.46%±4.25% 2.63%±2.88% 4.69%±2.57% 0.29%±0.56% 13.8K
47 47
39 - 50
Inkling Small
Thinky · Apache 2.0
4.53%±1.83% 16.84%±5.04% 14.91%±5.42% 2.72%±4.39% 11.66%±1.31% 0.17%±0.36% 10.4K
48 48
46 - 50
Mistral Medium 3.5
Mistral · Modified MIT
6.45%±1.64% 12.71%±4.06% 12.28%±4.62% 0.76%±3.72% 4.38%±2.45% 2.10%±1.13% 8.0K
49 49
47 - 50
Inkling
Thinky · Apache 2.0
7.12%±1.07% 14.26%±3.08% 18.51%±3.00% 10.45%±2.41% 7.28%±1.16% 0.37%±0.24% 39.8K
50 50
47 - 56
Solar Pro 4
Upstage · Proprietary
9.34%±3.39% 8.27%±7.12% 13.42%±9.20% 1.14%±6.90% 23.12%±8.77% 0.74%±1.72% 5.8K
51 51
50 - 56
Minimax M2.7
MiniMax · Modified MIT
10.60%±1.19% 13.14%±2.89% 17.41%±3.10% 4.75%±2.48% 18.41%±2.83% 0.72%±0.16% 36.0K
52 52
50 - 56
Grok 4.3 (High)
SpaceXAI · Proprietary
10.94%±1.09% 12.56%±2.22% 13.31%±2.44% 11.57%±1.68% 17.93%±3.75% 0.67%±0.15% 62.8K
53 53
50 - 56
Gemini 3.5 Flash Lite
Google · Proprietary
11.16%±1.39% 14.74%±3.60% 14.39%±3.57% 10.42%±2.90% 15.43%±2.91% 0.83%±0.79% 22.6K
54 54
50 - 56
Gemini 3 Flash
Google · Proprietary
11.43%±1.07% 8.29%±1.92% 10.32%±2.23% 10.01%±1.55% 27.31%±3.16% 1.23%±2.41% 83.4K
55 55
50 - 56
Grok Build 0.1
SpaceXAI · Proprietary
11.72%±1.23% 6.95%±2.28% 11.58%±2.74% 6.20%±2.25% 34.39%±4.20% 0.52%±0.14% 74.5K
56 56
50 - 56
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
13.73%±2.59% 15.49%±5.44% 14.74%±6.79% 9.06%±5.22% 29.64%±7.30% 0.27%±0.29% 12.3K
57 57
57 - 58
Grok 4.3
SpaceXAI · Proprietary
19.15%±1.69% 12.56%±2.01% 15.14%±2.25% 10.68%±1.54% 58.14%±7.64% 0.75%±0.14% 82.7K
58 58
57 - 58
Gemma 4 31B
Google · Apache 2.0
22.66%±3.45% 2.72%±2.23% 4.14%±2.95% 10.51%±2.26% 66.82%±15.16% 29.14%±6.89% 56.7K
🔍

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