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 - 2
Claude Fable 5.1 (Max)
Anthropic · Proprietary
14.54%±2.11% 19.34%±3.22% 37.04%±8.59% 3.67%±4.44% 12.31%±0.87% 0.37%±0.05% 7.9K
🥈 2
1 - 8
GPT 6 Astra (Max)
OpenAI · Proprietary
10.93%±2.68% 16.07%±4.21% 31.02%±10.37% 0.29%±5.90% 6.85%±1.24% 0.38%±0.04% 6.2K
🥉 4
2 - 8
Claude Opus 5 (Max)
Anthropic · Proprietary
10.05%±1.83% 10.43%±3.64% 18.96%±6.80% 7.71%±3.38% 12.77%±0.81% 0.35%±0.05% 11.4K
4 3
2 - 8
Claude Opus 5 (High)
Anthropic · Proprietary
10.00%±1.67% 8.85%±3.50% 19.83%±6.09% 9.48%±3.26% 11.54%±0.87% 0.32%±0.05% 14.7K
5 5
2 - 8
Claude Fable 5 (High)
Anthropic · Proprietary
9.28%±1.46% 6.29%±3.14% 18.31%±5.20% 12.43%±2.66% 9.01%±1.38% 0.38%±0.04% 21.8K
6 6
2 - 10
Claude Opus 4.8 (High)
Anthropic · Proprietary
8.55%±1.50% 4.16%±2.99% 18.88%±5.41% 12.85%±2.55% 6.68%±1.76% 0.18%±0.20% 22.3K
7 7
2 - 11
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
8.08%±1.52% 4.54%±3.11% 22.88%±5.58% 8.35%±2.78% 4.23%±1.00% 0.38%±0.04% 18.3K
8 9
2 - 16
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.10%±2.02% 4.92%±4.03% 14.72%±7.28% 8.73%±4.08% 6.92%±1.18% 0.22%±0.10% 17.8K
9 8
6 - 15
Kimi K3 (Max)
月之暗面 · Kimi K3 license
6.38%±0.74% 10.80%±1.51% 12.56%±2.58% 2.98%±1.48% 5.16%±0.55% 0.38%±0.04% 64.8K
10 10
7 - 18
GPT 5.5 (xHigh)
OpenAI · Proprietary
5.57%±1.10% 0.89%±2.42% 10.03%±3.81% 7.35%±2.03% 9.21%±1.37% 0.38%±0.04% 31.0K
11 14
8 - 18
GLM 5.2 (Max)
智谱 ZAI · MIT
5.30%±0.80% 6.71%±1.72% 11.54%±2.85% 5.49%±1.48% 2.38%±0.68% 0.38%±0.04% 45.7K
12 11
8 - 18
Hy4 preview
腾讯 · Apache 2.0
5.24%±1.23% 9.44%±2.38% 10.27%±4.55% 1.56%±2.56% 7.82%±0.64% 0.22%±0.08% 21.9K
13 16
8 - 18
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
4.99%±0.93% 7.83%±1.92% 7.81%±3.34% 2.81%±1.93% 6.13%±0.69% 0.37%±0.04% 29.0K
14 13
6 - 22
Gemini 3.8 Flash (High)
Google · Proprietary
4.99%±2.17% 6.32%±4.61% 12.08%±8.03% 2.61%±4.60% 3.60%±1.29% 0.32%±0.09% 5.4K
15 12
8 - 22
Deepseek V4.1 Flash (Max)
DeepSeek · MIT
4.73%±1.54% 9.92%±3.12% 5.78%±5.21% 0.38%±3.92% 8.05%±0.80% 0.29%±0.06% 12.8K
16 15
9 - 22
Muse Spark 1.3 (Max)
Meta · Proprietary
4.13%±0.99% 7.78%±2.08% 3.42%±3.39% 3.20%±2.10% 5.85%±0.87% 0.38%±0.04% 19.9K
17 19
10 - 23
Grok 4.5
SpaceXAI · Proprietary
3.75%±1.18% 3.56%±2.69% 1.58%±4.02% 7.47%±2.34% 5.77%±1.38% 0.38%±0.04% 23.1K
18 20
10 - 23
GPT 5.5
OpenAI · Proprietary
3.54%±0.98% 0.17%±2.11% 6.82%±3.25% 5.15%±1.71% 5.17%±1.60% 0.38%±0.04% 41.0K
19 18
14 - 24
GLM 5.3 (Max)
智谱 ZAI · MIT
3.17%±0.70% 8.34%±1.60% 5.93%±2.44% 2.14%±1.33% 0.94%±0.64% 0.38%±0.04% 46.2K
20 17
14 - 25
Qwen3.8 Max
阿里巴巴 · Proprietary
3.00%±0.98% 5.07%±2.16% 4.25%±3.34% 2.91%±1.98% 4.21%±0.87% 1.45%±0.46% 19.5K
21 22
14 - 25
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
2.69%±0.83% 5.83%±1.85% 4.13%±2.86% 1.03%±1.67% 2.10%±0.68% 0.36%±0.04% 36.7K
22 23
14 - 28
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
2.04%±1.31% 2.99%±3.06% 4.13%±4.39% 6.88%±2.47% 1.78%±1.63% 0.38%±0.04% 11.9K
23 24
19 - 29
GPT 5.4 (High)
OpenAI · Proprietary
1.51%±0.96% 2.09%±2.28% 1.75%±3.19% 3.61%±1.84% 3.92%±1.17% 0.38%±0.04% 39.7K
24 21
17 - 29
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
1.48%±1.21% 4.75%±3.05% 0.01%±3.88% 5.74%±2.40% 6.04%±1.03% 0.38%±0.04% 14.4K
25 25
20 - 29
GLM 5.3 Flash
智谱 ZAI · MIT
1.32%±0.77% 7.12%±1.74% 2.07%±2.51% 1.30%±1.58% 4.30%±0.75% 0.38%±0.04% 27.7K
26 26
22 - 29
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
0.80%±0.93% 9.17%±1.88% 0.54%±3.20% 3.10%±2.07% 0.62%±0.55% 0.90%±0.12% 34.4K
27 27
22 - 29
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.16%±0.99% 2.90%±2.36% 2.77%±3.14% 3.07%±2.07% 3.02%±1.13% 0.38%±0.04% 17.9K
28 29
22 - 29
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
0.01%±0.84% 4.41%±1.97% 0.05%±2.77% 0.09%±1.79% 4.26%±0.78% 0.15%±0.14% 23.5K
29 30
23 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.39%±1.10% 0.71%±2.60% 1.68%±3.76% 2.31%±2.03% 3.03%±0.96% 0.28%±0.15% 20.9K
30 28
29 - 32
Gemini 3.7 Flash (High)
Google · Proprietary
1.80%±0.74% 0.59%±1.88% 5.18%±2.24% 1.40%±1.52% 3.00%±0.80% 0.01%±0.34% 30.2K
31 31
29 - 33
Claude Sonnet 4.6
Anthropic · Proprietary
2.30%±1.31% 6.15%±3.40% 5.74%±3.90% 4.45%±2.43% 4.47%±1.85% 0.34%±0.06% 16.1K
32 32
30 - 35
Muse Spark 1.2 (xHigh)
Meta · Proprietary
2.79%±1.06% 4.85%±2.71% 10.83%±3.16% 5.51%±2.42% 6.88%±1.18% 0.38%±0.04% 21.6K
33 34
31 - 35
Qwen3.7 Max
阿里巴巴 · Proprietary
3.72%±0.99% 6.13%±2.51% 8.25%±2.80% 3.05%±1.73% 0.98%±1.85% 0.18%±0.22% 23.1K
34 33
32 - 35
Muse Spark 1.1
Meta · Proprietary
4.31%±0.62% 3.08%±1.58% 12.19%±1.72% 5.45%±1.27% 1.19%±1.11% 0.38%±0.04% 67.0K
35 35
32 - 40
Hy3
腾讯 · Apache 2.0
5.08%±1.43% 6.91%±3.26% 6.41%±4.20% 2.79%±2.95% 5.61%±2.82% 3.70%±1.55% 16.2K
36 36
35 - 40
Mimo V2.5 Pro
小米 · MIT
5.94%±0.98% 7.77%±2.60% 11.62%±2.74% 4.20%±1.89% 5.29%±1.82% 0.82%±0.31% 23.8K
37 37
35 - 40
Minimax M3
MiniMax · MiniMax Community License
5.95%±0.99% 11.51%±2.74% 12.03%±2.85% 7.81%±1.98% 1.56%±0.96% 0.03%±0.14% 23.1K
38 40
35 - 40
Qwen3.7 Plus
阿里巴巴 · Proprietary
6.63%±1.42% 8.17%±3.66% 12.16%±3.76% 6.69%±2.68% 5.00%±2.95% 1.16%±0.50% 12.6K
39 39
35 - 40
Gemini 3.6 Flash (High)
Google · Proprietary
6.87%±1.18% 7.66%±3.06% 9.44%±3.31% 4.24%±2.28% 13.36%±1.93% 0.35%±0.06% 12.4K
40 38
35 - 40
Gemini 3.1 Pro Preview
Google · Proprietary
6.96%±0.96% 7.22%±2.27% 2.01%±2.78% 4.71%±1.61% 20.73%±1.87% 0.12%±0.51% 43.1K
41 41
41 - 43
Inkling Small
Thinky · Apache 2.0
10.26%±1.57% 20.41%±4.91% 22.62%±3.86% 14.94%±3.65% 7.28%±1.34% 0.62%±0.47% 7.1K
42 42
41 - 43
Inkling
Thinky · Apache 2.0
10.31%±1.09% 19.61%±3.38% 23.08%±2.60% 13.07%±2.46% 4.11%±1.46% 0.10%±0.12% 23.4K
43 43
41 - 45
Mistral Medium 3.5
Mistral · Modified MIT
11.46%±1.73% 16.64%±4.59% 15.43%±4.75% 9.22%±3.83% 14.05%±2.76% 1.96%±0.82% 5.9K
44 44
43 - 45
Minimax M2.7
MiniMax · Modified MIT
13.68%±1.23% 14.30%±3.14% 21.60%±2.90% 7.98%±2.76% 24.71%±2.94% 0.22%±0.15% 22.3K
45 46
43 - 46
Solar Pro 4
Upstage · Proprietary
15.16%±2.06% 17.08%±5.73% 22.92%±4.87% 11.35%±4.47% 22.58%±4.61% 1.85%±0.87% 5.5K
46 45
45 - 46
Gemini 3.5 Flash Lite
Google · Proprietary
17.10%±1.51% 16.65%±3.68% 19.93%±3.18% 15.40%±2.71% 31.54%±4.41% 1.97%±0.99% 13.2K
🔍

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