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 - 6
Claude Fable 5.1 (Max)
Anthropic · Proprietary
12.28%±3.23% 19.69%±4.82% 23.70%±12.98% 5.54%±6.42% 12.19%±1.69% 0.27%±0.03% 6.2K
🥈 4
1 - 7
Claude Opus 5 (Max)
Anthropic · Proprietary
10.94%±2.93% 13.82%±5.10% 19.39%±11.63% 8.50%±5.94% 12.73%±1.96% 0.26%±0.04% 9.1K
🥉 5
1 - 10
Claude Fable 5 (High)
Anthropic · Proprietary
8.93%±2.26% 6.65%±4.20% 18.93%±8.69% 9.90%±3.88% 8.92%±3.42% 0.27%±0.03% 17.2K
4 2
1 - 12
GPT 6 Astra (Max)
OpenAI · Proprietary
8.86%±3.80% 17.25%±6.03% 22.35%±15.34% 3.39%±8.30% 7.83%±3.93% 0.27%±0.03% 4.4K
5 3
1 - 11
Claude Opus 5 (High)
Anthropic · Proprietary
8.43%±2.52% 6.48%±5.03% 13.07%±9.87% 10.58%±4.69% 11.77%±2.17% 0.27%±0.03% 11.4K
6 6
1 - 26
GPT 6 Sol (Max)
OpenAI · Proprietary
6.28%±5.04% 14.21%±7.89% 5.27%±19.98% 11.36%±11.60% 10.81%±3.36% 0.27%±0.03% 1.4K
7 13
3 - 15
Gemini 3.8 Flash (High)
Google · Proprietary
5.80%±1.91% 14.12%±3.15% 11.32%±7.37% 1.01%±4.20% 2.41%±1.57% 0.15%±0.15% 10.2K
8 7
2 - 19
Claude Opus 4.8 (High)
Anthropic · Proprietary
5.67%±2.37% 5.05%±4.36% 9.38%±8.69% 5.73%±4.09% 8.35%±3.46% 0.18%±0.53% 15.2K
9 8
3 - 24
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
5.02%±2.28% 4.42%±4.25% 12.06%±8.34% 2.28%±4.55% 6.08%±2.43% 0.27%±0.03% 14.5K
10 11
5 - 25
Hy4 preview
腾讯 · Apache 2.0
3.64%±1.82% 6.46%±3.32% 5.35%±6.90% 0.84%±3.62% 5.44%±1.09% 0.12%±0.09% 17.0K
11 17
3 - 32
Grok 4.7 (xHigh)
SpaceXAI · Proprietary
3.44%±4.12% 19.96%±5.94% 0.14%±14.63% 9.40%±10.95% 6.53%±3.06% 0.27%±0.03% 2.6K
12 20
6 - 25
Qwen3.8 Max
阿里巴巴 · Proprietary
3.36%±1.28% 6.69%±2.49% 4.75%±4.67% 4.17%±2.65% 2.04%±1.61% 0.84%±0.30% 19.1K
13 12
6 - 25
GPT 5.5 (xHigh)
OpenAI · Proprietary
3.31%±1.68% 1.42%±3.45% 3.01%±6.20% 3.59%±3.42% 11.08%±2.18% 0.27%±0.03% 23.0K
14 9
4 - 29
Claude Sonnet 5 (High)
Anthropic · Proprietary
3.11%±2.80% 3.33%±5.64% 7.34%±9.97% 5.51%±5.49% 5.89%±3.43% 0.16%±0.16% 13.5K
15 30
6 - 25
Gemini 3.7 Flash (High)
Google · Proprietary
2.85%±1.30% 4.24%±2.72% 2.82%±4.72% 5.13%±2.66% 1.79%±1.22% 0.27%±0.03% 21.9K
16 10
7 - 25
Kimi K3 (Max)
月之暗面 · Kimi K3 license
2.77%±1.01% 9.01%±1.96% 3.71%±3.65% 3.80%±2.21% 4.66%±1.13% 0.27%±0.03% 54.2K
17 19
7 - 27
GLM 5.3 (Max)
智谱 ZAI · MIT
2.38%±1.25% 4.20%±2.59% 5.63%±4.61% 0.73%±2.27% 1.07%±1.17% 0.27%±0.03% 33.4K
18 14
7 - 27
Deepseek V4.1 Flash (Max)
DeepSeek · MIT
2.37%±1.22% 14.32%±2.05% 0.88%±4.43% 7.31%±3.01% 3.83%±1.02% 0.14%±0.08% 27.6K
19 16
8 - 28
Muse Spark 1.3 (Max)
Meta · Proprietary
2.04%±1.17% 8.96%±2.11% 0.91%±4.01% 1.90%±2.67% 3.80%±1.63% 0.27%±0.03% 22.9K
20 22
7 - 30
Grok 4.5
SpaceXAI · Proprietary
1.98%±1.77% 1.69%±3.61% 2.18%±6.17% 3.15%±3.62% 6.99%±2.56% 0.27%±0.03% 17.7K
21 15
8 - 28
GLM 5.2 (Max)
智谱 ZAI · MIT
1.87%±1.33% 0.70%±2.64% 6.66%±4.76% 0.03%±2.52% 3.09%±1.70% 0.27%±0.03% 34.9K
22 18
8 - 29
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
1.78%±1.51% 0.31%±2.97% 4.85%±5.57% 1.80%±3.07% 5.29%±1.28% 0.27%±0.03% 18.8K
23 21
8 - 30
GPT 5.5
OpenAI · Proprietary
1.66%±1.57% 4.46%±3.20% 2.94%±5.65% 0.54%±2.95% 10.07%±1.92% 0.27%±0.03% 29.2K
24 23
8 - 32
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
0.85%±1.92% 3.12%±4.01% 2.61%±6.74% 1.30%±3.79% 5.81%±2.39% 0.27%±0.03% 11.0K
25 24
9 - 33
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
0.06%±2.11% 6.83%±4.25% 2.91%±7.54% 2.29%±4.18% 6.25%±2.80% 0.27%±0.03% 9.4K
26 26
17 - 32
GLM 5.3 Flash
智谱 ZAI · MIT
0.02%±1.05% 7.60%±2.01% 0.85%±3.69% 2.54%±2.20% 6.08%±1.60% 0.27%±0.03% 28.0K
27 25
15 - 33
GPT 5.4 (High)
OpenAI · Proprietary
0.39%±1.59% 5.30%±3.31% 4.63%±5.77% 0.80%±3.18% 6.91%±1.91% 0.27%±0.03% 28.2K
28 29
14 - 35
DeepSeek V4 Pro
DeepSeek · MIT
0.48%±1.89% 4.68%±3.93% 0.17%±6.73% 1.96%±3.71% 4.32%±1.95% 0.10%±0.15% 14.8K
29 28
21 - 35
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
1.14%±1.35% 5.20%±2.75% 4.67%±4.45% 1.13%±2.73% 2.80%±2.31% 0.27%±0.03% 16.0K
30 33
23 - 33
Muse Spark 1.1
Meta · Proprietary
1.18%±0.93% 4.31%±1.80% 7.22%±2.90% 2.80%±1.95% 0.44%±2.10% 0.26%±0.04% 56.4K
31 40
19 - 38
Gemini 3.6 Flash (High)
Google · Proprietary
1.50%±1.90% 1.80%±3.89% 0.56%±6.70% 0.69%±3.86% 6.02%±2.58% 0.19%±0.16% 9.4K
32 32
23 - 38
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.79%±1.43% 0.84%±2.99% 8.95%±4.57% 0.64%±3.06% 1.19%±2.49% 0.27%±0.03% 18.5K
33 34
26 - 39
Qwen3.7 Max
阿里巴巴 · Proprietary
3.31%±1.81% 9.73%±3.71% 4.37%±5.50% 1.05%±3.15% 1.07%±4.25% 0.32%±0.41% 16.8K
34 27
29 - 39
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
3.43%±1.19% 3.87%±2.53% 6.29%±4.13% 7.42%±2.78% 6.63%±1.00% 0.65%±0.17% 28.6K
35 31
31 - 39
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
4.12%±1.15% 0.16%±2.45% 8.93%±3.83% 1.42%±2.58% 9.83%±1.52% 0.28%±0.26% 21.1K
36 36
29 - 40
Mimo V2.5 Pro
小米 · MIT
4.33%±1.97% 9.59%±3.80% 5.20%±5.87% 0.21%±3.39% 6.08%±5.47% 0.56%±0.47% 17.6K
37 38
33 - 41
Gemini 3.1 Pro Preview
Google · Proprietary
5.13%±1.64% 6.46%±3.02% 3.21%±4.85% 0.99%±2.63% 21.65%±4.56% 0.27%±0.03% 32.0K
38 35
31 - 41
Hy3
腾讯 · Apache 2.0
5.15%±2.00% 14.30%±4.40% 7.24%±6.47% 0.73%±4.04% 2.16%±3.02% 2.78%±1.18% 11.7K
39 39
31 - 42
Qwen3.7 Plus
阿里巴巴 · Proprietary
5.37%±2.24% 7.94%±5.01% 11.45%±7.03% 4.03%±4.62% 2.35%±4.53% 1.08%±0.76% 9.1K
40 37
36 - 42
Minimax M3
MiniMax · MiniMax Community License
7.78%±1.57% 18.08%±3.92% 15.56%±4.69% 4.86%±3.20% 0.15%±2.65% 0.27%±0.46% 17.2K
41 41
37 - 44
Inkling Small
Thinky · Apache 2.0
8.98%±2.66% 22.61%±6.84% 16.84%±8.25% 5.29%±6.12% 0.24%±3.37% 0.39%±0.59% 4.9K
42 42
39 - 43
Inkling
Thinky · Apache 2.0
9.38%±1.99% 22.46%±4.66% 18.56%±5.59% 3.15%±4.14% 2.50%±4.19% 0.21%±0.33% 16.6K
43 43
41 - 44
Mistral Medium 3.5
Mistral · Modified MIT
12.61%±2.80% 16.75%±6.15% 22.32%±6.58% 3.97%±5.81% 25.42%±8.19% 2.55%±1.98% 4.4K
44 44
42 - 44
Solar Pro 4
Upstage · Proprietary
15.93%±4.37% 25.97%±8.19% 17.33%±11.26% 3.81%±6.71% 31.57%±14.15% 0.99%±1.16% 3.9K
🔍

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