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
15.40%±2.29% 20.96%±3.13% 43.67%±9.17% 1.62%±4.88% 10.40%±1.15% 0.38%±0.07% 6.9K
🥈 3
1 - 7
Claude Opus 5 (High)
Anthropic · Proprietary
11.62%±2.00% 12.64%±4.11% 21.02%±7.50% 11.99%±3.94% 12.10%±0.85% 0.34%±0.06% 13.6K
🥉 2
1 - 8
GPT 6 Astra (Max)
OpenAI · Proprietary
11.29%±2.70% 19.08%±3.71% 38.14%±9.99% 5.82%±6.83% 4.66%±1.57% 0.40%±0.05% 5.2K
4 4
2 - 8
Claude Opus 5 (Max)
Anthropic · Proprietary
10.41%±2.28% 10.76%±4.62% 18.81%±8.26% 9.24%±4.45% 12.86%±0.86% 0.37%±0.06% 10.6K
5 5
2 - 8
Claude Fable 5 (High)
Anthropic · Proprietary
9.51%±1.70% 5.39%±3.77% 20.04%±6.14% 12.52%±3.03% 9.22%±1.66% 0.40%±0.05% 20.7K
6 6
2 - 10
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
8.63%±1.71% 6.02%±3.64% 21.59%±6.30% 10.60%±3.23% 4.56%±1.03% 0.40%±0.05% 17.1K
7 7
2 - 11
Claude Opus 4.8 (High)
Anthropic · Proprietary
8.30%±1.72% 2.38%±3.64% 20.42%±6.16% 12.07%±3.09% 6.51%±1.82% 0.14%±0.35% 21.7K
8 9
3 - 15
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.00%±2.30% 3.83%±4.74% 14.70%±8.15% 8.26%±4.96% 7.95%±1.30% 0.26%±0.09% 17.0K
9 8
6 - 13
Kimi K3 (Max)
月之暗面 · Kimi K3 license
6.84%±0.83% 13.27%±1.70% 14.88%±2.91% 1.20%±1.58% 4.44%±0.59% 0.40%±0.05% 59.1K
10 12
8 - 15
GLM 5.2 (Max)
智谱 ZAI · MIT
5.64%±0.87% 9.11%±1.84% 13.62%±3.13% 3.52%±1.55% 1.58%±0.74% 0.40%±0.05% 42.5K
11 11
7 - 17
GPT 5.5 (xHigh)
OpenAI · Proprietary
5.60%±1.27% 1.15%±2.93% 8.89%±4.35% 7.96%±2.35% 9.62%±1.44% 0.40%±0.05% 30.2K
12 13
8 - 17
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
5.43%±1.08% 11.38%±2.21% 8.85%±3.93% 1.03%±2.23% 5.47%±0.82% 0.40%±0.05% 22.6K
13 10
6 - 19
Hy4 preview
腾讯 · Apache 2.0
5.38%±1.71% 10.04%±3.22% 11.25%±6.43% 2.37%±3.54% 7.73%±0.84% 0.27%±0.09% 9.8K
14 15
9 - 22
Grok 4.5
SpaceXAI · Proprietary
4.43%±1.38% 6.54%±3.00% 4.23%±4.77% 5.54%±2.69% 5.44%±1.65% 0.40%±0.05% 21.6K
15 14
9 - 26
Gemini 3.8 Flash (High)
Google · Proprietary
3.76%±2.23% 4.66%±5.96% 10.09%±7.13% 1.90%±4.27% 1.80%±1.43% 0.32%±0.12% 3.8K
16 18
11 - 25
GPT 5.5
OpenAI · Proprietary
3.61%±1.07% 1.55%±2.49% 4.86%±3.59% 5.79%±1.93% 5.48%±1.53% 0.40%±0.05% 40.1K
17 16
11 - 25
Qwen3.8 Max
阿里巴巴 · Proprietary
3.47%±1.20% 8.21%±2.72% 3.72%±4.11% 2.58%±2.41% 3.91%±1.09% 1.08%±0.31% 13.4K
18 20
13 - 25
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
2.93%±0.89% 8.41%±2.00% 4.93%±3.01% 0.61%±1.77% 1.56%±0.70% 0.37%±0.06% 34.9K
19 17
13 - 27
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
2.74%±1.36% 1.93%±3.23% 2.79%±4.51% 3.78%±2.67% 4.81%±1.19% 0.40%±0.05% 12.6K
20 19
14 - 25
GLM 5.3 (Max)
智谱 ZAI · MIT
2.58%±0.78% 10.13%±1.75% 5.45%±2.59% 0.14%±1.49% 2.96%±0.77% 0.40%±0.05% 38.1K
21 22
14 - 27
GPT 5.4 (High)
OpenAI · Proprietary
2.28%±1.10% 0.64%±2.65% 2.35%±3.71% 4.44%±2.08% 4.84%±1.00% 0.40%±0.05% 38.8K
22 21
15 - 27
GLM 5.3 Flash
智谱 ZAI · MIT
1.93%±1.05% 10.98%±2.36% 2.84%±3.42% 0.14%±2.11% 4.70%±0.96% 0.40%±0.05% 15.0K
23 23
14 - 27
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
1.88%±1.38% 2.43%±3.51% 0.18%±4.58% 8.00%±2.71% 3.26%±1.46% 0.40%±0.05% 10.8K
24 24
15 - 28
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
1.37%±1.25% 1.76%±2.95% 0.82%±4.08% 2.06%±2.57% 3.46%±1.22% 0.40%±0.05% 12.5K
25 25
15 - 28
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
1.34%±1.24% 10.59%±2.61% 0.59%±4.31% 2.56%±2.83% 0.10%±0.69% 0.83%±0.17% 16.1K
26 26
19 - 28
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
0.50%±1.06% 6.38%±2.47% 2.60%±3.59% 1.73%±2.13% 4.64%±0.94% 0.09%±0.14% 16.4K
27 27
20 - 28
DeepSeek V4 Pro
DeepSeek · MIT
0.13%±1.34% 0.45%±3.39% 2.10%±4.60% 0.72%±2.37% 3.42%±0.99% 0.43%±0.21% 19.2K
28 28
24 - 31
Claude Sonnet 4.6
Anthropic · Proprietary
1.31%±1.49% 5.76%±3.91% 4.74%±4.54% 2.32%±2.92% 5.96%±1.81% 0.30%±0.18% 16.1K
29 29
28 - 35
Muse Spark 1.2 (xHigh)
Meta · Proprietary
3.24%±1.38% 1.48%±3.66% 10.48%±4.37% 9.12%±2.97% 4.50%±1.83% 0.40%±0.05% 14.5K
30 31
28 - 35
Qwen3.7 Max
阿里巴巴 · Proprietary
3.29%±1.13% 3.00%±2.89% 8.92%±3.20% 3.94%±1.99% 0.41%±2.20% 0.17%±0.25% 22.2K
31 32
28 - 37
Hy3
腾讯 · Apache 2.0
3.96%±1.63% 3.03%±3.65% 5.42%±4.93% 2.31%±3.30% 5.24%±3.05% 3.79%±2.04% 15.1K
32 30
29 - 35
Muse Spark 1.1
Meta · Proprietary
4.20%±0.75% 0.60%±1.90% 11.80%±2.09% 7.26%±1.48% 1.76%±1.35% 0.39%±0.05% 56.6K
33 33
29 - 38
Mimo V2.5 Pro
小米 · MIT
5.28%±1.11% 6.46%±3.00% 11.13%±3.13% 3.23%±2.12% 4.85%±1.98% 0.72%±0.35% 22.3K
34 35
29 - 38
Minimax M3
MiniMax · MiniMax Community License
5.31%±1.14% 9.66%±3.16% 10.74%±3.36% 7.91%±2.24% 1.68%±1.10% 0.07%±0.14% 22.0K
35 34
29 - 39
Qwen3.7 Plus
阿里巴巴 · Proprietary
5.67%±1.49% 8.45%±4.04% 12.44%±4.07% 4.71%±3.02% 1.86%±2.50% 0.91%±0.46% 12.3K
36 37
32 - 39
Gemini 3.1 Pro Preview
Google · Proprietary
6.36%±1.16% 6.97%±2.92% 2.28%±3.38% 3.61%±1.98% 18.85%±1.98% 0.09%±0.47% 42.5K
37 36
32 - 39
Gemini 3.6 Flash (High)
Google · Proprietary
6.46%±1.30% 6.19%±3.50% 10.37%±3.66% 5.04%±2.57% 11.05%±1.89% 0.37%±0.07% 11.2K
38 38
35 - 41
Inkling Small
Thinky · Apache 2.0
8.54%±1.90% 19.95%±5.77% 20.08%±5.04% 10.55%±4.50% 8.62%±1.34% 0.74%±0.63% 6.7K
39 39
38 - 41
Inkling
Thinky · Apache 2.0
9.18%±1.29% 17.84%±4.00% 21.63%±3.28% 12.10%±2.93% 5.60%±1.31% 0.09%±0.18% 22.9K
40 41
33 - 43
Solar Pro 4
Upstage · Proprietary
9.92%±4.26% 10.98%±9.63% 12.02%±12.20% 0.24%±8.59% 25.52%±9.54% 0.82%±1.52% 3.5K
41 40
38 - 42
Mistral Medium 3.5
Mistral · Modified MIT
10.33%±1.84% 19.56%±4.86% 13.13%±5.12% 7.46%±4.06% 9.80%±2.41% 1.71%±0.82% 5.3K
42 42
40 - 43
Minimax M2.7
MiniMax · Modified MIT
12.58%±1.39% 12.11%±3.73% 22.05%±3.38% 7.20%±3.17% 21.77%±2.89% 0.24%±0.17% 22.2K
43 43
41 - 43
Gemini 3.5 Flash Lite
Google · Proprietary
14.65%±1.61% 15.25%±4.56% 21.17%±3.57% 12.66%±3.41% 22.55%±3.43% 1.62%±0.89% 13.2K
🔍

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