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
🥇 2
1 - 8
GPT 6 Astra (Max)
OpenAI · Proprietary
12.91%±5.25% 22.20%±7.09% 45.41%±21.23% 10.10%±9.32% 6.73%±3.74% 0.33%±0.06% 3.7K
🥈 4
1 - 7
Claude Opus 5 (Max)
Anthropic · Proprietary
11.81%±3.49% 16.68%±6.48% 15.44%±13.56% 13.80%±6.60% 12.81%±1.89% 0.31%±0.07% 8.2K
🥉 3
1 - 10
Claude Opus 5 (High)
Anthropic · Proprietary
10.59%±3.37% 8.57%±6.42% 18.68%±13.12% 12.91%±5.95% 12.47%±2.15% 0.33%±0.06% 10.3K
4 1
1 - 10
Claude Fable 5.1 (Max)
Anthropic · Proprietary
10.35%±3.52% 22.89%±5.41% 23.17%±14.40% 4.66%±6.90% 9.99%±1.85% 0.33%±0.06% 5.1K
5 7
1 - 13
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
7.54%±2.69% 8.66%±4.99% 15.66%±10.30% 4.31%±5.15% 8.75%±1.62% 0.33%±0.06% 13.2K
6 16
1 - 20
Gemini 3.8 Flash (High)
Google · Proprietary
7.19%±3.77% 11.70%±6.19% 28.54%±13.11% 8.73%±11.31% 4.39%±2.56% 0.08%±0.35% 2.9K
7 5
1 - 14
Claude Fable 5 (High)
Anthropic · Proprietary
7.06%±2.83% 10.36%±4.92% 11.03%±9.26% 7.18%±4.57% 6.40%±7.72% 0.33%±0.06% 15.9K
8 11
3 - 21
GPT 5.5 (xHigh)
OpenAI · Proprietary
5.14%±2.14% 1.40%±4.15% 9.12%±7.83% 4.05%±3.86% 10.80%±3.19% 0.33%±0.06% 22.3K
9 6
2 - 23
Claude Opus 4.8 (High)
Anthropic · Proprietary
5.09%±2.68% 7.43%±4.94% 4.88%±8.89% 7.21%±4.71% 6.09%±6.08% 0.17%±0.67% 14.9K
10 15
5 - 22
Qwen3.8 Max
阿里巴巴 · Proprietary
4.66%±1.98% 10.84%±3.79% 10.14%±7.34% 0.22%±3.91% 2.84%±2.32% 0.72%±0.41% 10.1K
11 9
3 - 29
Claude Sonnet 5 (High)
Anthropic · Proprietary
4.36%±3.20% 0.93%±6.31% 8.05%±11.00% 8.18%±6.23% 6.25%±5.48% 0.25%±0.13% 12.8K
12 17
5 - 25
Grok 4.5
SpaceXAI · Proprietary
4.29%±2.03% 4.03%±4.26% 2.32%±7.52% 5.06%±4.02% 9.72%±1.80% 0.33%±0.06% 15.9K
13 8
5 - 21
Kimi K3 (Max)
月之暗面 · Kimi K3 license
4.14%±1.28% 14.30%±2.53% 7.52%±4.61% 5.35%±2.84% 3.91%±1.34% 0.33%±0.06% 44.0K
14 14
7 - 30
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
2.14%±1.70% 6.76%±3.37% 3.42%±6.21% 4.83%±3.58% 5.04%±1.34% 0.33%±0.06% 15.3K
15 19
7 - 30
GPT 5.5
OpenAI · Proprietary
2.07%±1.76% 0.46%±3.69% 1.86%±6.19% 1.04%±3.26% 9.69%±2.15% 0.33%±0.06% 28.5K
16 18
7 - 31
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
1.88%±2.14% 5.89%±4.39% 0.40%±7.48% 3.09%±4.60% 5.87%±1.78% 0.33%±0.06% 9.1K
17 13
6 - 36
Muse Spark 1.3 (Max)
Meta · Proprietary
1.58%±3.11% 9.09%±5.67% 2.72%±10.26% 4.61%±8.95% 5.83%±2.90% 0.33%±0.06% 3.4K
18 12
10 - 31
GLM 5.2 (Max)
智谱 ZAI · MIT
1.31%±1.43% 2.98%±2.83% 4.67%±4.79% 1.02%±2.66% 0.40%±2.56% 0.33%±0.06% 31.0K
19 30
7 - 36
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.22%±2.88% 4.94%±5.37% 3.52%±10.04% 2.82%±5.27% 0.11%±5.04% 0.33%±0.06% 10.0K
20 10
7 - 35
Hy4 preview
腾讯 · Apache 2.0
1.15%±2.41% 5.58%±4.94% 0.28%±8.73% 5.08%±5.70% 5.38%±1.40% 0.15%±0.15% 7.2K
21 28
8 - 35
DeepSeek V4 Pro
DeepSeek · MIT
1.06%±2.33% 1.22%±5.10% 0.79%±8.29% 1.38%±4.29% 5.76%±1.82% 0.15%±0.16% 13.9K
22 29
7 - 36
Claude Sonnet 4.6
Anthropic · Proprietary
1.00%±2.60% 7.21%±5.93% 2.87%±8.90% 2.14%±5.00% 6.88%±2.66% 0.33%±0.06% 10.8K
23 22
12 - 33
GLM 5.3 Flash
智谱 ZAI · MIT
0.73%±1.66% 12.05%±3.16% 3.61%±5.88% 6.58%±3.67% 5.77%±2.06% 0.33%±0.06% 11.2K
24 20
13 - 33
GLM 5.3 (Max)
智谱 ZAI · MIT
0.46%±1.24% 7.57%±2.44% 1.86%±4.20% 4.91%±2.50% 2.57%±1.90% 0.33%±0.06% 27.2K
25 25
12 - 36
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.24%±2.08% 2.38%±4.11% 0.71%±7.28% 1.86%±4.01% 4.40%±2.88% 0.33%±0.06% 9.5K
26 24
11 - 37
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
0.20%±2.30% 4.07%±4.86% 1.83%±8.00% 0.70%±4.51% 7.26%±3.50% 0.33%±0.06% 8.3K
27 31
13 - 36
Muse Spark 1.1
Meta · Proprietary
0.20%±1.37% 11.06%±2.53% 5.02%±4.18% 5.60%±2.76% 1.77%±3.68% 0.32%±0.07% 40.8K
28 23
13 - 37
GPT 5.4 (High)
OpenAI · Proprietary
0.48%±1.72% 1.90%±3.81% 8.10%±6.04% 0.45%±3.53% 6.85%±2.07% 0.33%±0.06% 27.5K
29 21
14 - 37
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
0.54%±1.47% 1.50%±2.97% 1.04%±5.03% 5.31%±3.42% 0.23%±1.30% 0.33%±0.06% 26.0K
30 36
13 - 38
Gemini 3.6 Flash (High)
Google · Proprietary
0.57%±2.22% 0.19%±4.66% 0.01%±7.72% 1.20%±4.33% 4.10%±2.67% 0.25%±0.15% 8.3K
31 32
16 - 40
Qwen3.7 Max
阿里巴巴 · Proprietary
2.33%±2.21% 5.45%±4.29% 3.00%±6.54% 1.21%±3.60% 1.83%±6.33% 0.15%±0.39% 15.8K
32 26
18 - 40
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
2.43%±1.74% 8.50%±3.56% 4.05%±5.76% 9.07%±4.28% 6.80%±1.46% 0.74%±0.27% 11.8K
33 27
20 - 40
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
2.97%±1.73% 4.46%±3.47% 4.85%±5.93% 3.52%±3.76% 10.94%±2.27% 0.01%±0.18% 11.7K
34 37
20 - 41
Mimo V2.5 Pro
小米 · MIT
3.39%±2.42% 5.81%±4.48% 1.93%±7.38% 2.04%±3.94% 6.86%±6.85% 0.33%±0.47% 15.8K
35 35
22 - 41
Qwen3.7 Plus
阿里巴巴 · Proprietary
3.79%±2.42% 5.15%±5.47% 11.18%±7.80% 3.48%±4.94% 1.81%±4.39% 0.93%±0.86% 8.8K
36 39
18 - 41
Inkling Small
Thinky · Apache 2.0
3.88%±3.16% 15.61%±7.52% 10.84%±10.91% 3.47%±6.97% 4.09%±2.66% 0.52%±0.97% 4.7K
37 38
27 - 41
Gemini 3.1 Pro Preview
Google · Proprietary
3.90%±1.95% 2.97%±3.82% 2.01%±5.86% 0.78%±3.06% 19.64%±5.37% 0.33%±0.06% 31.5K
38 33
31 - 42
Hy3
腾讯 · Apache 2.0
5.30%±2.31% 14.55%±5.18% 5.29%±7.82% 0.73%±4.45% 3.23%±3.51% 2.68%±1.21% 10.7K
39 43
30 - 42
Gemini 3.5 Flash Lite
Google · Proprietary
5.67%±3.05% 13.98%±6.25% 1.46%±9.39% 0.44%±5.43% 11.32%±6.39% 1.17%±1.79% 9.5K
40 34
31 - 42
Minimax M3
MiniMax · MiniMax Community License
5.95%±1.81% 12.74%±4.49% 13.90%±5.76% 3.85%±3.55% 0.91%±2.63% 0.15%±0.43% 16.1K
41 40
34 - 43
Inkling
Thinky · Apache 2.0
7.03%±2.10% 16.51%±5.45% 19.65%±6.43% 0.60%±4.53% 0.57%±3.37% 0.16%±0.43% 16.3K
42 41
38 - 43
Mistral Medium 3.5
Mistral · Modified MIT
10.01%±2.84% 13.37%±6.04% 21.57%±6.82% 6.50%±5.74% 18.15%±8.08% 3.47%±2.81% 4.0K
43 42
41 - 43
Minimax M2.7
MiniMax · Modified MIT
11.27%±2.48% 19.00%±5.04% 16.92%±6.43% 1.88%±4.40% 18.69%±7.39% 0.17%±0.15% 15.5K
🔍

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