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 Fable 5.1 (Max)
Anthropic · Proprietary
15.87%±2.84% 22.45%±3.71% 42.45%±10.94% 0.58%±6.77% 13.11%±1.33% 0.78%±0.13% 6.8K
🥈 2
1 - 4
Claude Opus 5 (High)
Anthropic · Proprietary
12.68%±1.73% 13.30%±3.69% 18.27%±6.49% 16.09%±3.24% 15.03%±0.84% 0.73%±0.13% 22.6K
🥉 3
1 - 6
Claude Opus 5 (Max)
Anthropic · Proprietary
11.67%±1.96% 14.89%±3.95% 17.30%±7.10% 9.70%±3.85% 15.69%±0.82% 0.76%±0.13% 18.1K
4 4
2 - 7
Claude Fable 5 (High)
Anthropic · Proprietary
10.23%±1.46% 7.37%±3.17% 19.36%±5.29% 11.89%±2.68% 11.73%±1.72% 0.78%±0.13% 36.2K
5 5
3 - 10
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
9.31%±1.49% 6.68%±3.13% 22.07%±5.50% 8.88%±2.84% 8.14%±0.96% 0.78%±0.13% 29.7K
6 6
3 - 10
Claude Opus 4.8 (High)
Anthropic · Proprietary
9.17%±1.48% 5.27%±3.07% 18.04%±5.19% 12.59%±2.73% 10.17%±1.68% 0.24%±0.81% 38.1K
7 7
5 - 12
Kimi K3 (Max)
月之暗面 · Kimi K3 license
7.96%±0.68% 16.58%±1.40% 14.03%±2.36% 1.24%±1.35% 7.16%±0.58% 0.78%±0.13% 97.9K
8 8
4 - 20
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.41%±1.95% 2.80%±4.13% 11.19%±6.78% 11.52%±4.13% 10.91%±1.35% 0.63%±0.15% 28.7K
9 9
5 - 19
GPT 5.5 (xHigh)
OpenAI · Proprietary
7.21%±1.08% 2.07%±2.42% 11.41%±3.77% 8.54%±2.01% 13.25%±1.29% 0.78%±0.13% 51.3K
10 10
5 - 20
Hy4 preview
腾讯 · Apache 2.0
6.92%±1.51% 13.56%±2.96% 10.26%±5.61% 0.10%±3.21% 10.20%±0.79% 0.66%±0.14% 14.4K
11 11
7 - 23
Claude Opus 4.7 (High)
Anthropic · Proprietary
6.03%±1.49% 3.51%±3.15% 9.92%±4.88% 5.69%±2.69% 10.31%±2.77% 0.70%±0.14% 36.6K
12 12
8 - 21
GLM 5.2 (Max)
智谱 ZAI · MIT
6.03%±0.76% 8.63%±1.64% 11.73%±2.67% 4.48%±1.38% 4.51%±0.77% 0.78%±0.13% 69.4K
13 13
8 - 23
Grok 4.5
SpaceXAI · Proprietary
5.73%±1.15% 6.30%±2.55% 5.07%±4.02% 6.84%±2.28% 9.65%±1.19% 0.78%±0.13% 35.2K
14 14
8 - 25
Claude Opus 4.7
Anthropic · Proprietary
5.66%±1.51% 2.64%±3.30% 10.01%±4.88% 7.27%±2.70% 7.64%±2.85% 0.72%±0.13% 37.1K
15 15
8 - 24
GPT 5.5 (High)
OpenAI · Proprietary
5.55%±1.05% 1.20%±2.23% 10.27%±3.60% 5.08%±1.85% 10.44%±1.71% 0.78%±0.13% 73.9K
16 16
8 - 24
Qwen3.8 Max
阿里巴巴 · Proprietary
5.51%±1.09% 10.37%±2.35% 6.58%±3.80% 4.15%±2.19% 6.72%±1.02% 0.28%±0.25% 20.7K
17 17
7 - 28
Gemini 3.8 Flash (High)
Google · Proprietary
5.47%±1.92% 10.42%±4.42% 14.25%±6.25% 1.73%±4.90% 3.72%±1.14% 0.70%±0.15% 10.1K
18 18
8 - 23
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
5.43%±0.90% 11.75%±1.91% 5.24%±3.13% 0.67%±1.95% 8.70%±0.71% 0.78%±0.13% 34.4K
19 19
8 - 28
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
4.98%±1.20% 7.83%±2.76% 3.77%±4.11% 3.86%±2.51% 8.65%±1.00% 0.78%±0.13% 18.1K
20 20
9 - 29
Claude Opus 4.6
Anthropic · Proprietary
4.65%±1.41% 2.50%±3.17% 6.76%±4.73% 4.58%±2.56% 8.61%±1.86% 0.78%±0.13% 36.4K
21 21
11 - 28
GPT 5.5
OpenAI · Proprietary
4.39%±0.90% 0.95%±2.06% 5.49%±3.05% 5.11%±1.63% 9.61%±1.17% 0.78%±0.13% 79.2K
22 22
15 - 30
GLM 5.3 (Max)
智谱 ZAI · MIT
3.80%±0.71% 12.10%±1.52% 5.75%±2.41% 0.63%±1.37% 0.28%±0.75% 0.78%±0.13% 53.9K
23 23
12 - 30
GLM 5.3 Flash
智谱 ZAI · MIT
3.67%±1.03% 14.14%±2.16% 5.45%±3.49% 0.23%±2.12% 2.24%±1.02% 0.78%±0.13% 19.0K
24 24
18 - 31
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.29%±0.80% 8.46%±1.76% 3.90%±2.76% 0.02%±1.60% 3.33%±0.65% 0.76%±0.13% 57.2K
25 25
17 - 32
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.04%±1.20% 2.84%±2.98% 1.41%±4.02% 8.54%±2.36% 7.33%±1.36% 0.78%±0.13% 18.0K
26 26
18 - 31
GPT 5.4 (High)
OpenAI · Proprietary
2.99%±0.90% 1.14%±2.14% 0.71%±3.06% 4.16%±1.79% 8.19%±0.89% 0.78%±0.13% 78.4K
27 27
18 - 35
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
2.61%±1.21% 12.46%±2.49% 0.24%±4.15% 1.18%±2.74% 1.90%±0.70% 0.39%±0.21% 20.3K
28 28
22 - 36
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
2.09%±1.12% 0.83%±2.63% 0.22%±3.63% 1.83%±2.32% 7.23%±1.13% 0.78%±0.13% 19.4K
29 29
12 - 38
Claude Opus 4.8
Anthropic · Proprietary
1.85%±2.81% 5.93%±3.43% 11.17%±5.62% 9.36%±3.08% 10.01%±1.88% 27.22%±11.50% 33.7K
30 30
26 - 36
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
1.03%±0.99% 6.98%±2.26% 0.78%±3.28% 0.39%±2.02% 2.31%±0.90% 0.08%±0.22% 22.6K
31 31
21 - 40
Kimi K2.7 Code
月之暗面 · Modified MIT
0.75%±2.65% 1.15%±5.92% 0.99%±9.03% 4.68%±5.64% 3.86%±2.97% 0.78%±0.13% 11.1K
32 32
27 - 36
DeepSeek V4 Pro
DeepSeek · MIT
0.58%±1.08% 0.91%±2.76% 3.07%±3.61% 0.89%±2.05% 5.80%±0.90% 0.12%±0.19% 32.2K
33 33
27 - 37
Claude Sonnet 4.6
Anthropic · Proprietary
0.50%±1.28% 5.90%±3.22% 0.50%±3.99% 0.99%±2.50% 9.16%±1.77% 0.71%±0.16% 39.4K
34 34
27 - 37
Muse Spark 1.2 (xHigh)
Meta · Proprietary
0.46%±1.18% 6.60%±2.81% 6.33%±3.75% 6.19%±2.50% 7.46%±1.56% 0.77%±0.13% 20.8K
35 35
28 - 36
Gemini 3.7 Flash (High)
Google · Proprietary
0.43%±0.92% 9.54%±2.17% 1.72%±2.99% 5.98%±1.93% 0.39%±1.13% 0.71%±0.14% 24.4K
36 36
24 - 46
Kimi K2.6
月之暗面 · Modified MIT
0.29%±2.80% 5.43%±6.19% 5.02%±9.28% 7.73%±5.90% 9.57%±5.32% 0.78%±0.13% 11.3K
37 37
34 - 40
Muse Spark 1.1
Meta · Proprietary
1.43%±0.63% 5.01%±1.54% 9.48%±1.85% 5.79%±1.30% 2.34%±1.15% 0.77%±0.13% 91.3K
38 38
32 - 41
Qwen3.7 Max
阿里巴巴 · Proprietary
1.62%±0.94% 1.90%±2.40% 6.49%±2.86% 2.62%±1.75% 2.69%±1.65% 0.21%±0.24% 36.3K
39 39
35 - 47
GLM 5.1
智谱 ZAI · MIT
2.22%±0.99% 0.17%±2.15% 2.28%±2.74% 1.27%±1.82% 6.23%±2.38% 1.50%±0.63% 72.0K
40 40
35 - 48
Hy3
腾讯 · Apache 2.0
2.50%±1.32% 5.97%±3.05% 3.83%±4.22% 0.15%±2.66% 0.90%±2.30% 1.64%±0.58% 24.9K
41 41
38 - 48
Gemini 3.5 Flash (High)
Google · Proprietary
3.48%±0.86% 1.62%±1.99% 1.38%±2.64% 7.80%±1.55% 6.48%±1.79% 0.11%±0.18% 94.4K
42 42
37 - 48
Gemini 3.6 Flash (High)
Google · Proprietary
3.58%±1.15% 2.49%±2.91% 6.17%±3.50% 3.34%±2.34% 6.60%±1.57% 0.69%±0.18% 18.3K
43 43
38 - 48
Gemini 3.1 Pro Preview
Google · Proprietary
3.73%±0.94% 2.55%±2.21% 1.11%±2.79% 2.05%±1.61% 15.70%±1.80% 0.53%±0.27% 84.5K
44 44
38 - 48
Minimax M3
MiniMax · MiniMax Community License
3.76%±0.94% 8.25%±2.54% 9.86%±2.86% 5.48%±1.86% 4.42%±0.90% 0.39%±0.19% 36.7K
45 45
38 - 48
Mimo V2.5 Pro
小米 · MIT
3.81%±0.98% 5.56%±2.51% 8.84%±2.92% 2.64%±1.87% 1.66%±1.73% 0.36%±0.32% 37.6K
46 46
38 - 48
Qwen3.7 Plus
阿里巴巴 · Proprietary
3.87%±1.27% 5.44%±3.33% 12.53%±3.61% 3.07%±2.70% 2.08%±2.07% 0.38%±0.44% 19.8K
47 47
39 - 49
Gemini 3.5 Flash (Medium)
Google · Proprietary
4.71%±1.52% 8.64%±3.72% 5.57%±4.35% 3.37%±2.90% 6.16%±2.69% 0.19%±0.61% 13.8K
48 48
40 - 51
Inkling Small
Thinky · Apache 2.0
5.43%±1.73% 19.38%±4.89% 15.30%±5.08% 3.93%±4.09% 11.58%±1.21% 0.10%±0.46% 11.3K
49 49
47 - 51
Mistral Medium 3.5
Mistral · Modified MIT
7.16%±1.56% 14.49%±3.95% 12.61%±4.41% 0.50%±3.50% 6.13%±2.31% 2.08%±1.01% 8.8K
50 50
48 - 51
Inkling
Thinky · Apache 2.0
7.47%±1.07% 16.01%±3.17% 20.15%±2.88% 8.29%±2.44% 6.73%±1.19% 0.35%±0.21% 40.8K
51 51
48 - 57
Solar Pro 4
Upstage · Proprietary
9.87%±3.56% 8.60%±7.42% 13.71%±9.54% 1.32%±7.15% 24.95%±9.44% 0.79%±1.64% 5.8K
52 52
51 - 57
Grok 4.3 (High)
SpaceXAI · Proprietary
11.57%±1.17% 13.27%±2.36% 13.46%±2.61% 12.01%±1.72% 19.71%±4.12% 0.60%±0.13% 62.8K
53 53
51 - 57
Gemini 3.5 Flash Lite
Google · Proprietary
11.64%±1.39% 16.44%±3.68% 15.43%±3.52% 9.15%±2.87% 16.30%±2.90% 0.87%±0.71% 23.2K
54 54
51 - 57
Minimax M2.7
MiniMax · Modified MIT
11.71%±1.19% 15.18%±3.02% 19.07%±3.00% 5.33%±2.53% 19.57%±2.82% 0.61%±0.17% 37.0K
55 55
51 - 57
Gemini 3 Flash
Google · Proprietary
12.11%±1.14% 8.67%±2.04% 10.55%±2.36% 10.50%±1.59% 29.59%±3.54% 1.24%±2.36% 83.4K
56 56
51 - 57
Grok Build 0.1
SpaceXAI · Proprietary
12.95%±1.35% 7.43%±2.43% 11.80%±2.93% 6.74%±2.31% 39.22%±4.80% 0.46%±0.13% 74.5K
57 57
51 - 57
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
14.43%±2.68% 15.71%±5.60% 14.99%±7.00% 9.71%±5.29% 31.95%±7.75% 0.23%±0.27% 12.3K
58 58
58 - 59
Grok 4.3
SpaceXAI · Proprietary
20.26%±1.89% 13.13%±2.13% 15.39%±2.38% 11.11%±1.58% 62.36%±8.66% 0.67%±0.13% 82.7K
59 59
58 - 59
Gemma 4 31B
Google · Apache 2.0
23.70%±3.85% 3.41%±2.40% 4.53%±3.12% 10.70%±2.39% 71.50%±17.41% 28.37%±6.71% 56.7K
🔍

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