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
17.22%±2.83% 21.10%±4.46% 50.15%±11.03% 4.39%±5.84% 10.09%±1.97% 0.38%±0.04% 3.8K
🥈 2
1 - 6
GPT 6 Astra (Max)
OpenAI · Proprietary
14.13%±3.13% 22.57%±4.94% 46.29%±11.77% 3.59%±7.25% 5.03%±1.71% 0.38%±0.04% 3.0K
🥉 3
1 - 7
Claude Opus 5 (High)
Anthropic · Proprietary
12.94%±2.34% 16.86%±5.15% 20.13%±8.45% 15.53%±4.23% 11.87%±0.97% 0.30%±0.05% 7.5K
4 4
2 - 10
Claude Opus 5 (Max)
Anthropic · Proprietary
10.91%±2.74% 12.27%±6.15% 18.94%±9.53% 9.77%±5.16% 13.20%±0.99% 0.35%±0.05% 5.8K
5 5
2 - 10
Claude Fable 5 (High)
Anthropic · Proprietary
9.91%±1.96% 6.95%±5.06% 17.50%±6.77% 14.37%±3.42% 10.37%±1.42% 0.38%±0.04% 11.1K
6 6
2 - 12
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
8.97%±2.05% 5.03%±4.95% 24.03%±7.22% 11.21%±3.64% 4.18%±1.29% 0.38%±0.04% 9.4K
7 7
3 - 12
Claude Opus 4.8 (High)
Anthropic · Proprietary
8.81%±2.02% 2.98%±4.82% 19.70%±6.90% 14.05%±3.51% 7.26%±1.89% 0.06%±0.40% 12.0K
8 8
4 - 13
Kimi K3 (Max)
月之暗面 · Kimi K3 license
7.32%±0.95% 14.17%±2.26% 14.80%±3.16% 2.74%±1.76% 4.52%±0.69% 0.38%±0.04% 33.5K
9 9
4 - 18
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.01%±2.72% 7.77%±6.15% 11.82%±9.30% 7.35%±5.84% 7.91%±1.33% 0.19%±0.13% 9.1K
10 10
4 - 16
Hy4 preview
腾讯 · Apache 2.0
6.51%±1.88% 13.05%±4.13% 11.48%±6.83% 1.26%±3.73% 8.97%±0.94% 0.29%±0.09% 5.6K
11 13
6 - 16
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
6.14%±1.27% 13.38%±2.97% 9.77%±4.36% 1.66%±2.52% 5.49%±1.01% 0.38%±0.04% 12.8K
12 12
6 - 16
GLM 5.2 (Max)
智谱 ZAI · MIT
6.08%±1.00% 11.11%±2.42% 13.68%±3.37% 4.79%±1.72% 0.43%±1.11% 0.38%±0.04% 23.3K
13 11
8 - 22
GPT 5.5 (xHigh)
OpenAI · Proprietary
5.05%±1.50% 1.00%±4.04% 8.56%±4.74% 8.30%±2.61% 9.04%±1.59% 0.38%±0.04% 16.1K
14 17
9 - 25
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
4.42%±1.58% 4.97%±4.18% 4.59%±4.88% 6.32%±2.93% 5.85%±1.40% 0.38%±0.04% 7.1K
15 15
9 - 25
Grok 4.5
SpaceXAI · Proprietary
4.21%±1.59% 7.10%±4.01% 1.62%±5.15% 6.31%±3.04% 5.62%±1.55% 0.38%±0.04% 11.9K
16 16
9 - 26
Qwen3.8 Max
阿里巴巴 · Proprietary
3.75%±1.37% 10.10%±3.52% 1.32%±4.35% 3.85%±2.71% 4.07%±1.25% 0.58%±0.27% 7.6K
17 20
12 - 26
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.36%±1.02% 9.89%±2.59% 4.88%±3.26% 0.24%±1.93% 1.42%±0.85% 0.35%±0.05% 19.6K
18 19
13 - 26
GLM 5.3 (Max)
智谱 ZAI · MIT
3.20%±0.92% 10.99%±2.30% 6.82%±2.89% 0.96%±1.63% 3.16%±0.88% 0.38%±0.04% 22.1K
19 23
12 - 26
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
2.96%±1.66% 1.74%±4.68% 2.43%±5.12% 10.27%±3.01% 3.47%±1.61% 0.38%±0.04% 6.1K
20 18
13 - 26
GPT 5.5
OpenAI · Proprietary
2.94%±1.25% 1.08%±3.43% 3.80%±3.83% 6.73%±2.13% 4.85%±1.47% 0.38%±0.04% 21.6K
21 25
13 - 27
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
2.38%±1.52% 11.77%±3.69% 1.04%±5.09% 0.57%±3.11% 1.50%±0.77% 0.92%±0.19% 9.3K
22 21
14 - 27
GLM 5.3 Flash
智谱 ZAI · MIT
1.84%±1.19% 11.64%±3.10% 0.83%±3.60% 1.24%±2.30% 4.90%±1.13% 0.38%±0.04% 8.7K
23 22
14 - 27
GPT 5.4 (High)
OpenAI · Proprietary
1.71%±1.28% 1.13%±3.58% 1.10%±3.93% 4.18%±2.32% 4.02%±1.18% 0.38%±0.04% 20.9K
24 24
14 - 27
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
1.61%±1.49% 0.74%±4.01% 0.84%±4.55% 2.57%±2.81% 3.50%±1.44% 0.38%±0.04% 7.1K
25 14
13 - 30
Gemini 3.8 Flash (High)
Google · Proprietary
1.32%±2.81% 2.05%±9.07% 3.41%±7.39% 0.22%±5.20% 1.07%±1.69% 0.29%±0.14% 2.0K
26 26
16 - 27
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
1.28%±1.23% 8.39%±3.23% 2.92%±3.91% 0.88%±2.34% 3.95%±1.07% 0.07%±0.13% 9.7K
27 27
21 - 30
DeepSeek V4 Pro
DeepSeek · MIT
0.51%±1.53% 0.03%±4.31% 3.84%±4.88% 1.27%±2.64% 3.18%±1.22% 0.61%±0.27% 10.6K
28 29
26 - 33
Muse Spark 1.2 (xHigh)
Meta · Proprietary
2.31%±1.61% 1.50%±4.73% 8.32%±4.78% 9.56%±3.25% 7.43%±1.93% 0.38%±0.04% 8.2K
29 28
26 - 35
Claude Sonnet 4.6
Anthropic · Proprietary
2.79%±1.75% 9.56%±5.26% 6.33%±4.73% 4.44%±3.23% 6.16%±2.24% 0.24%±0.22% 8.9K
30 32
26 - 35
Hy3
腾讯 · Apache 2.0
2.99%±1.98% 0.60%±4.78% 2.97%±5.87% 2.99%±3.84% 6.46%±4.20% 3.13%±1.15% 8.4K
31 31
28 - 35
Qwen3.7 Max
阿里巴巴 · Proprietary
3.73%±1.31% 2.38%±3.69% 10.62%±3.14% 4.46%±2.18% 1.08%±2.90% 0.13%±0.25% 12.4K
32 30
28 - 37
Muse Spark 1.1
Meta · Proprietary
4.83%±0.91% 3.15%±2.62% 10.44%±2.29% 8.00%±1.66% 2.90%±1.65% 0.37%±0.04% 31.7K
33 33
28 - 38
Mimo V2.5 Pro
小米 · MIT
5.09%±1.28% 6.50%±3.87% 9.91%±3.28% 3.53%±2.34% 4.75%±2.34% 0.77%±0.37% 12.4K
34 35
29 - 38
Minimax M3
MiniMax · MiniMax Community License
5.30%±1.36% 10.02%±4.14% 9.68%±3.63% 8.76%±2.53% 1.97%±1.17% 0.02%±0.17% 12.3K
35 34
29 - 41
Qwen3.7 Plus
阿里巴巴 · Proprietary
5.98%±1.80% 10.06%±5.42% 12.45%±4.31% 3.71%±3.39% 3.03%±3.26% 0.65%±0.40% 6.9K
36 37
32 - 41
Gemini 3.1 Pro Preview
Google · Proprietary
7.07%±1.39% 9.21%±3.98% 1.77%±3.76% 5.46%±2.26% 18.74%±2.29% 0.19%±0.70% 22.7K
37 38
33 - 41
Inkling Small
Thinky · Apache 2.0
8.18%±2.22% 20.45%±7.87% 21.63%±4.87% 9.65%±5.18% 11.62%±1.58% 0.79%±0.70% 3.6K
38 36
35 - 41
Gemini 3.6 Flash (High)
Google · Proprietary
8.57%±1.53% 10.78%±4.72% 11.76%±3.70% 7.64%±2.87% 12.97%±2.48% 0.31%±0.09% 6.3K
39 39
35 - 41
Inkling
Thinky · Apache 2.0
8.80%±1.56% 18.85%±5.34% 20.03%±3.41% 13.13%±3.33% 7.87%±1.41% 0.13%±0.15% 12.8K
40 40
35 - 41
Mistral Medium 3.5
Mistral · Modified MIT
9.95%±2.23% 17.52%±6.57% 12.80%±5.85% 10.38%±4.70% 7.15%±2.86% 1.92%±0.99% 2.9K
41 41
32 - 43
Solar Pro 4
Upstage · Proprietary
10.33%±5.22% 10.54%±12.86% 10.28%±13.72% 1.16%±9.73% 28.27%±12.29% 1.39%±2.23% 2.0K
42 42
41 - 43
Minimax M2.7
MiniMax · Modified MIT
14.09%±1.83% 17.33%±5.49% 18.05%±4.15% 13.07%±3.70% 22.30%±3.79% 0.28%±0.13% 11.9K
43 43
41 - 43
Gemini 3.5 Flash Lite
Google · Proprietary
16.61%±1.90% 18.06%±6.11% 20.41%±3.62% 16.89%±3.66% 25.81%±4.08% 1.89%±1.19% 7.3K
🔍

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