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 - 5
Claude Opus 5 (High)
Anthropic · Proprietary
12.99%±1.71% 15.45%±3.56% 19.69%±6.32% 14.42%±3.25% 14.45%±0.90% 0.94%±0.16% 20.5K
🥈 2
1 - 5
Claude Opus 5 (Max)
Anthropic · Proprietary
12.73%±1.96% 17.55%±3.79% 19.14%±7.22% 10.72%±3.93% 15.25%±0.89% 0.99%±0.16% 16.2K
🥉 3
1 - 5
Claude Fable 5 (High)
Anthropic · Proprietary
11.70%±1.62% 10.44%±3.23% 20.65%±5.77% 14.39%±2.99% 11.99%±2.64% 1.02%±0.16% 33.8K
4 4
1 - 8
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
10.24%±1.48% 9.83%±3.07% 21.35%±5.47% 9.69%±2.92% 9.28%±1.09% 1.02%±0.16% 27.5K
5 5
1 - 8
Claude Opus 4.8 (High)
Anthropic · Proprietary
9.90%±1.56% 6.61%±2.94% 22.60%±5.34% 10.89%±2.94% 9.53%±2.37% 0.14%±1.18% 35.9K
6 6
4 - 8
Kimi K3 (Max)
月之暗面 · Kimi K3 license
9.22%±0.61% 17.88%±1.22% 17.03%±2.15% 1.99%±1.23% 8.20%±0.53% 1.02%±0.16% 92.3K
7 7
4 - 15
GPT 5.5 (xHigh)
OpenAI · Proprietary
7.92%±0.99% 2.90%±2.18% 12.16%±3.43% 9.01%±1.94% 14.49%±1.17% 1.02%±0.16% 49.1K
8 8
4 - 18
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.65%±2.25% 1.14%±4.72% 11.65%±7.52% 13.55%±4.86% 11.04%±1.91% 0.90%±0.17% 26.5K
9 9
7 - 18
Claude Opus 4.7 (High)
Anthropic · Proprietary
7.03%±1.30% 4.38%±2.75% 10.67%±4.33% 7.06%±2.50% 12.12%±2.04% 0.92%±0.18% 36.6K
10 10
7 - 18
Claude Opus 4.7
Anthropic · Proprietary
6.86%±1.32% 4.36%±2.82% 10.84%±4.32% 8.59%±2.51% 9.55%±2.18% 0.97%±0.16% 37.1K
11 11
7 - 18
Qwen3.8 Max
阿里巴巴 · Proprietary
6.66%±1.18% 12.73%±2.49% 8.05%±4.20% 4.71%±2.40% 7.77%±1.00% 0.07%±0.28% 16.5K
12 12
7 - 18
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
6.58%±1.09% 13.63%±2.20% 5.80%±3.69% 2.50%±2.45% 9.98%±0.88% 1.02%±0.16% 20.4K
13 13
7 - 18
GPT 5.5 (High)
OpenAI · Proprietary
6.57%±0.93% 2.20%±1.97% 10.80%±3.19% 6.64%±1.73% 12.20%±1.33% 1.02%±0.16% 73.9K
14 14
7 - 18
Grok 4.5
SpaceXAI · Proprietary
6.48%±1.18% 4.99%±2.59% 6.95%±4.18% 8.68%±2.22% 10.75%±1.26% 1.02%±0.16% 32.9K
15 15
7 - 22
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
6.11%±1.45% 13.17%±3.26% 2.59%±5.00% 4.92%±3.09% 8.85%±1.13% 1.02%±0.16% 12.5K
16 16
8 - 18
GLM 5.2 (Max)
智谱 ZAI · MIT
5.94%±0.79% 7.82%±1.74% 9.28%±2.74% 5.88%±1.49% 5.72%±0.93% 1.02%±0.16% 61.3K
17 17
8 - 21
GPT 5.5
OpenAI · Proprietary
5.66%±0.83% 2.84%±1.82% 7.96%±2.91% 5.04%±1.56% 11.42%±0.93% 1.02%±0.16% 76.5K
18 18
8 - 22
Claude Opus 4.6
Anthropic · Proprietary
5.54%±1.26% 3.44%±2.75% 7.51%±4.14% 5.83%±2.41% 9.93%±1.83% 1.02%±0.16% 36.4K
19 19
16 - 25
GPT 5.4 (High)
OpenAI · Proprietary
4.10%±0.84% 3.82%±1.90% 2.09%±2.80% 4.73%±1.67% 8.86%±1.01% 1.02%±0.16% 75.8K
20 20
16 - 28
GLM 5.3 (Max)
智谱 ZAI · MIT
3.91%±0.92% 13.31%±1.90% 4.75%±3.06% 0.35%±2.02% 0.82%±0.91% 1.02%±0.16% 30.1K
21 21
17 - 30
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
3.41%±1.38% 0.04%±3.16% 3.60%±4.54% 3.51%±2.94% 8.90%±1.18% 1.02%±0.16% 13.9K
22 22
19 - 29
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.07%±0.77% 7.43%±1.84% 1.79%±2.51% 1.00%±1.60% 4.12%±0.65% 1.01%±0.16% 47.6K
23 23
19 - 30
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.00%±1.19% 3.80%±3.01% 0.14%±3.82% 8.94%±2.46% 9.00%±1.35% 1.02%±0.16% 15.8K
24 24
16 - 33
Claude Opus 4.8
Anthropic · Proprietary
2.52%±2.45% 7.09%±2.98% 11.73%±4.93% 10.35%±2.85% 10.97%±1.81% 27.55%±9.91% 33.7K
25 25
20 - 31
Claude Sonnet 4.6
Anthropic · Proprietary
1.75%±1.26% 2.11%±2.94% 0.02%±3.76% 0.97%±2.53% 10.92%±2.05% 0.92%±0.20% 37.4K
26 26
19 - 35
Kimi K2.7 Code
月之暗面 · Modified MIT
1.71%±2.27% 2.87%±4.95% 1.04%±7.61% 5.60%±5.20% 1.97%±2.66% 1.02%±0.16% 11.1K
27 27
20 - 33
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
1.56%±1.47% 8.05%±3.39% 0.10%±4.76% 0.89%±3.30% 1.30%±1.27% 0.25%±0.32% 10.6K
28 28
22 - 31
Gemini 3.7 Flash (High)
Google · Proprietary
1.33%±0.87% 9.82%±2.06% 1.75%±2.81% 4.42%±1.86% 2.08%±0.99% 0.95%±0.17% 24.4K
29 29
21 - 32
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.32%±1.11% 6.70%±2.74% 6.39%±3.35% 4.81%±2.39% 10.09%±1.33% 1.01%±0.16% 18.4K
30 30
20 - 38
Kimi K2.6
月之暗面 · Modified MIT
0.65%±2.47% 2.73%±5.20% 4.15%±7.94% 8.53%±5.44% 7.71%±5.00% 1.02%±0.16% 11.3K
31 31
26 - 35
Muse Spark 1.1
Meta · Proprietary
0.19%±0.62% 5.99%±1.45% 7.08%±1.82% 5.83%±1.30% 4.96%±1.10% 1.00%±0.16% 83.3K
32 32
24 - 36
DeepSeek V4 Pro
DeepSeek · MIT
0.20%±0.95% 2.69%±2.42% 1.93%±3.04% 1.31%±1.83% 4.73%±0.95% 0.19%±0.25% 30.6K
33 33
29 - 36
GLM 5.1
智谱 ZAI · MIT
0.79%±0.84% 0.72%±1.87% 0.79%±2.46% 0.00%±1.64% 2.90%±1.74% 0.98%±0.50% 71.9K
34 34
29 - 40
Qwen3.7 Max
阿里巴巴 · Proprietary
1.04%±0.91% 2.32%±2.25% 5.29%±2.73% 2.50%±1.65% 4.42%±1.67% 0.50%±0.24% 34.0K
35 35
27 - 42
Hy3
腾讯 · Apache 2.0
1.19%±1.28% 2.86%±2.87% 2.96%±4.07% 0.46%±2.60% 0.97%±2.07% 1.57%±0.64% 22.2K
36 36
31 - 42
Qwen3.7 Plus
阿里巴巴 · Proprietary
2.26%±1.34% 3.58%±3.39% 9.90%±3.91% 2.94%±2.91% 5.20%±2.01% 0.08%±0.41% 17.8K
37 37
33 - 42
Gemini 3.5 Flash (High)
Google · Proprietary
2.44%±0.72% 0.55%±1.64% 1.08%±2.14% 6.79%±1.39% 3.86%±1.39% 0.07%±0.20% 94.4K
38 38
34 - 42
Gemini 3.1 Pro Preview
Google · Proprietary
2.62%±0.78% 0.18%±1.75% 2.73%±2.32% 3.04%±1.41% 13.38%±1.52% 0.77%±0.28% 82.3K
39 39
33 - 42
Mimo V2.5 Pro
小米 · MIT
2.68%±0.93% 3.82%±2.29% 7.44%±2.81% 2.31%±1.75% 0.30%±1.47% 0.14%±0.34% 34.9K
40 40
34 - 42
Minimax M3
MiniMax · MiniMax Community License
2.79%±0.89% 5.87%±2.30% 8.82%±2.73% 5.50%±1.77% 5.69%±0.83% 0.55%±0.26% 34.3K
41 41
35 - 44
Gemini 3.6 Flash (High)
Google · Proprietary
3.33%±1.18% 2.67%±2.98% 5.69%±3.65% 4.36%±2.39% 4.92%±1.60% 0.98%±0.16% 15.7K
42 42
35 - 44
Gemini 3.5 Flash (Medium)
Google · Proprietary
3.67%±1.42% 8.88%±3.51% 5.99%±4.06% 1.30%±2.85% 2.66%±2.43% 0.46%±0.53% 13.8K
43 43
41 - 46
Mistral Medium 3.5
Mistral · Modified MIT
5.76%±1.82% 13.60%±4.36% 12.05%±4.98% 2.10%±4.20% 2.53%±2.78% 2.71%±1.64% 6.7K
44 44
41 - 46
Inkling Small
Thinky · Apache 2.0
6.18%±1.89% 18.21%±5.24% 18.38%±5.05% 6.52%±4.96% 11.94%±1.54% 0.27%±0.46% 9.2K
45 45
43 - 46
Inkling
Thinky · Apache 2.0
6.58%±1.04% 12.10%±2.89% 17.74%±3.00% 10.94%±2.36% 7.32%±1.08% 0.54%±0.21% 38.5K
46 46
43 - 52
Solar Pro 4
Upstage · Proprietary
9.38%±3.04% 7.68%±6.45% 13.96%±8.08% 4.15%±6.54% 20.46%±7.63% 0.68%±1.91% 5.8K
47 47
46 - 52
Grok Build 0.1
SpaceXAI · Proprietary
10.09%±1.06% 6.52%±2.03% 11.47%±2.42% 5.47%±2.07% 27.61%±3.39% 0.63%±0.16% 74.5K
48 48
46 - 52
Grok 4.3 (High)
SpaceXAI · Proprietary
10.16%±0.97% 11.70%±1.99% 13.42%±2.13% 10.77%±1.56% 15.73%±3.31% 0.81%±0.17% 62.8K
49 49
46 - 52
Minimax M2.7
MiniMax · Modified MIT
10.18%±1.16% 12.93%±2.73% 16.54%±3.01% 4.76%±2.39% 17.55%±2.83% 0.88%±0.18% 34.6K
50 50
46 - 52
Gemini 3 Flash
Google · Proprietary
10.65%±0.93% 8.20%±1.72% 10.38%±1.97% 9.25%±1.45% 24.50%±2.70% 0.93%±1.99% 83.4K
51 51
46 - 52
Gemini 3.5 Flash Lite
Google · Proprietary
10.89%±1.37% 13.52%±3.32% 14.56%±3.36% 9.58%±2.95% 16.21%±3.11% 0.61%±0.93% 21.3K
52 52
46 - 52
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
12.92%±2.46% 15.58%±5.19% 14.62%±6.39% 7.70%±5.10% 27.03%±6.89% 0.33%±0.34% 12.3K
53 53
53 - 54
Grok 4.3
SpaceXAI · Proprietary
17.94%±1.44% 12.08%±1.81% 15.37%±1.97% 10.04%±1.44% 53.08%±6.41% 0.90%±0.16% 82.7K
54 54
53 - 54
Gemma 4 31B
Google · Apache 2.0
21.31%±2.97% 1.94%±1.98% 3.87%±2.69% 9.81%±2.07% 60.51%±12.42% 30.44%±7.12% 56.7K
🔍

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