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 5.1 (Max)
Anthropic · Proprietary
14.92%±2.69% 20.80%±5.05% 41.58%±10.39% 1.19%±5.74% 10.68%±1.60% 0.37%±0.04% 4.0K
🥈 3
1 - 6
Claude Opus 5 (High)
Anthropic · Proprietary
12.84%±2.32% 15.82%±5.13% 20.04%±8.32% 16.05%±4.22% 12.00%±0.93% 0.29%±0.05% 7.6K
🥉 2
1 - 7
GPT 6 Astra (Max)
OpenAI · Proprietary
12.84%±3.11% 22.07%±5.37% 37.53%±11.52% 1.61%±6.79% 5.82%±1.52% 0.37%±0.04% 3.3K
4 4
1 - 10
Claude Opus 5 (Max)
Anthropic · Proprietary
10.62%±2.68% 11.58%±6.08% 18.68%±9.29% 9.53%±4.99% 12.99%±0.96% 0.34%±0.05% 5.9K
5 5
2 - 10
Claude Fable 5 (High)
Anthropic · Proprietary
9.96%±1.95% 7.47%±4.96% 17.92%±6.76% 13.86%±3.40% 10.18%±1.43% 0.36%±0.04% 11.1K
6 7
2 - 12
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
8.74%±2.03% 4.65%±4.86% 24.27%±7.18% 10.54%±3.58% 3.90%±1.29% 0.37%±0.04% 9.5K
7 6
3 - 14
Claude Opus 4.8 (High)
Anthropic · Proprietary
8.29%±1.96% 2.12%±4.76% 17.66%±6.63% 14.12%±3.51% 7.46%±1.81% 0.07%±0.37% 12.2K
8 8
4 - 14
Kimi K3 (Max)
月之暗面 · Kimi K3 license
7.07%±0.95% 14.07%±2.23% 14.01%±3.15% 2.48%±1.77% 4.45%±0.71% 0.37%±0.04% 34.0K
9 9
4 - 18
Claude Sonnet 5 (High)
Anthropic · Proprietary
6.97%±2.65% 8.44%±5.94% 11.50%±9.11% 6.93%±5.75% 7.80%±1.30% 0.19%±0.12% 9.3K
10 10
4 - 17
Hy4 preview
腾讯 · Apache 2.0
6.56%±1.78% 12.47%±3.84% 13.24%±6.49% 1.73%±3.55% 8.52%±0.91% 0.29%±0.07% 6.5K
11 12
6 - 17
GLM 5.2 (Max)
智谱 ZAI · MIT
5.92%±0.98% 11.04%±2.36% 13.01%±3.31% 5.08%±1.72% 0.09%±1.08% 0.37%±0.04% 23.8K
12 14
7 - 20
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
5.36%±1.26% 12.49%±2.94% 8.61%±4.27% 0.28%±2.54% 5.05%±1.04% 0.37%±0.04% 13.5K
13 11
7 - 22
GPT 5.5 (xHigh)
OpenAI · Proprietary
5.10%±1.49% 1.07%±3.99% 8.94%±4.78% 8.46%±2.63% 8.83%±1.51% 0.36%±0.04% 16.3K
14 18
9 - 24
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
4.35%±1.55% 4.51%±4.05% 4.42%±4.81% 6.64%±2.84% 5.80%±1.34% 0.37%±0.04% 7.5K
15 13
6 - 27
Muse Spark 1.3 (Max)
Meta · Proprietary
4.32%±2.52% 4.10%±6.51% 8.26%±7.92% 2.30%±5.56% 6.57%±1.66% 0.37%±0.04% 3.1K
16 17
9 - 26
Grok 4.5
SpaceXAI · Proprietary
4.25%±1.59% 7.11%±3.97% 2.01%±5.17% 6.52%±3.06% 5.23%±1.53% 0.37%±0.04% 12.1K
17 15
9 - 26
Qwen3.8 Max
阿里巴巴 · Proprietary
3.74%±1.36% 9.25%±3.43% 2.30%±4.42% 3.88%±2.67% 3.90%±1.23% 0.63%±0.27% 8.0K
18 20
12 - 26
GLM 5.3 (Max)
智谱 ZAI · MIT
3.32%±0.90% 11.35%±2.21% 7.19%±2.84% 0.90%±1.59% 3.19%±0.89% 0.37%±0.04% 23.8K
19 21
12 - 26
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.22%±0.99% 9.82%±2.51% 4.35%±3.16% 0.06%±1.94% 1.52%±0.80% 0.34%±0.05% 20.6K
20 24
11 - 27
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
2.90%±1.65% 1.36%±4.57% 2.39%±5.09% 9.97%±3.02% 3.12%±1.55% 0.37%±0.04% 6.2K
21 19
13 - 27
GPT 5.5
OpenAI · Proprietary
2.79%±1.26% 1.60%±3.42% 4.39%±3.89% 6.10%±2.17% 4.68%±1.46% 0.37%±0.04% 21.8K
22 26
14 - 28
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
1.83%±1.42% 11.28%±3.44% 1.32%±4.69% 1.02%±3.02% 1.14%±0.73% 0.93%±0.18% 10.7K
23 22
15 - 28
GLM 5.3 Flash
智谱 ZAI · MIT
1.66%±1.12% 11.27%±2.91% 1.00%±3.35% 1.09%±2.19% 5.41%±1.09% 0.37%±0.04% 10.0K
24 23
15 - 28
GPT 5.4 (High)
OpenAI · Proprietary
1.51%±1.27% 1.55%±3.57% 0.74%±3.91% 4.39%±2.33% 3.63%±1.20% 0.37%±0.04% 21.1K
25 25
14 - 28
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
1.46%±1.46% 0.04%±3.91% 0.82%±4.43% 2.52%±2.79% 3.54%±1.38% 0.37%±0.04% 7.6K
26 16
13 - 31
Gemini 3.8 Flash (High)
Google · Proprietary
1.11%±2.84% 1.48%±9.23% 3.07%±7.38% 0.06%±5.23% 0.79%±1.69% 0.27%±0.14% 2.0K
27 27
19 - 28
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
0.98%±1.18% 8.40%±3.10% 1.64%±3.69% 0.55%±2.24% 4.46%±1.05% 0.11%±0.13% 10.6K
28 28
22 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.51%±1.51% 0.24%±4.28% 4.33%±4.87% 1.37%±2.67% 3.46%±1.19% 0.54%±0.25% 10.8K
29 30
27 - 34
Muse Spark 1.2 (xHigh)
Meta · Proprietary
2.54%±1.71% 1.15%±4.79% 9.35%±5.09% 10.22%±3.58% 7.64%±1.77% 0.37%±0.04% 8.6K
30 29
27 - 36
Claude Sonnet 4.6
Anthropic · Proprietary
3.03%±1.76% 9.81%±5.29% 6.75%±4.73% 4.53%±3.26% 5.73%±2.29% 0.23%±0.21% 8.9K
31 33
27 - 36
Hy3
腾讯 · Apache 2.0
3.23%±1.93% 0.05%±4.75% 4.14%±5.63% 2.29%±3.85% 6.63%±4.25% 3.03%±1.12% 8.6K
32 32
29 - 36
Qwen3.7 Max
阿里巴巴 · Proprietary
3.69%±1.32% 3.14%±3.69% 9.83%±3.24% 4.00%±2.20% 1.29%±2.89% 0.18%±0.26% 12.5K
33 31
30 - 37
Muse Spark 1.1
Meta · Proprietary
5.16%±0.90% 3.42%±2.60% 11.14%±2.24% 8.18%±1.66% 3.41%±1.64% 0.36%±0.04% 32.3K
34 37
29 - 38
Mimo V2.5 Pro
小米 · MIT
5.23%±1.27% 6.65%±3.85% 10.33%±3.25% 3.73%±2.33% 4.67%±2.25% 0.77%±0.36% 12.6K
35 34
29 - 38
Minimax M3
MiniMax · MiniMax Community License
5.42%±1.35% 10.77%±4.13% 10.29%±3.59% 7.85%±2.56% 1.85%±1.16% 0.03%±0.17% 12.4K
36 35
30 - 40
Qwen3.7 Plus
阿里巴巴 · Proprietary
6.33%±1.79% 10.56%±5.42% 12.79%±4.31% 4.19%±3.39% 3.50%±3.28% 0.63%±0.39% 6.9K
37 38
34 - 41
Gemini 3.1 Pro Preview
Google · Proprietary
7.44%±1.38% 10.19%±3.98% 2.84%±3.70% 5.07%±2.27% 18.93%±2.29% 0.20%±0.70% 22.8K
38 39
33 - 41
Inkling Small
Thinky · Apache 2.0
7.93%±2.13% 18.90%±7.49% 21.20%±4.89% 9.59%±4.90% 10.73%±1.65% 0.70%±0.64% 3.7K
39 36
36 - 41
Gemini 3.6 Flash (High)
Google · Proprietary
8.51%±1.53% 11.75%±4.67% 10.71%±3.82% 6.71%±2.86% 13.70%±2.53% 0.30%±0.08% 6.5K
40 40
36 - 41
Inkling
Thinky · Apache 2.0
9.03%±1.53% 19.18%±5.29% 20.83%±3.32% 13.04%±3.28% 7.77%±1.37% 0.13%±0.14% 12.9K
41 41
37 - 42
Mistral Medium 3.5
Mistral · Modified MIT
10.54%±2.18% 16.71%±6.35% 13.38%±5.63% 11.49%±4.57% 9.12%±3.09% 1.98%±0.96% 3.1K
42 42
41 - 43
Minimax M2.7
MiniMax · Modified MIT
14.42%±1.84% 17.76%±5.52% 18.37%±4.16% 13.23%±3.72% 23.02%±3.87% 0.26%±0.13% 11.9K
43 43
42 - 43
Gemini 3.5 Flash Lite
Google · Proprietary
16.90%±1.92% 18.25%±6.14% 20.76%±3.62% 16.80%±3.67% 26.74%±4.22% 1.96%±1.25% 7.3K
🔍

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