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 - 4
Claude Fable 5.1 (Max)
Anthropic · Proprietary
15.52%±3.05% 22.10%±4.97% 39.09%±11.91% 4.11%±6.80% 11.92%±1.26% 0.37%±0.04% 4.2K
🥈 2
1 - 7
GPT 6 Astra (Max)
OpenAI · Proprietary
13.14%±4.01% 21.25%±6.87% 35.98%±14.72% 1.42%±9.74% 6.68%±1.44% 0.37%±0.04% 3.5K
🥉 4
1 - 7
Claude Opus 5 (High)
Anthropic · Proprietary
11.81%±2.31% 12.94%±5.17% 20.13%±8.18% 14.19%±4.26% 11.49%±1.29% 0.31%±0.05% 7.9K
4 3
1 - 8
Claude Opus 5 (Max)
Anthropic · Proprietary
10.55%±2.52% 11.95%±5.79% 17.19%±8.76% 9.89%±4.73% 13.35%±0.91% 0.35%±0.05% 6.1K
5 5
2 - 8
Claude Fable 5 (High)
Anthropic · Proprietary
9.75%±1.91% 6.87%±4.92% 17.56%±6.60% 14.38%±3.37% 9.58%±1.45% 0.37%±0.04% 11.4K
6 7
2 - 12
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
8.60%±2.05% 3.71%±4.82% 24.68%±7.11% 10.29%±3.55% 3.93%±1.28% 0.37%±0.04% 9.7K
7 6
2 - 13
Claude Opus 4.8 (High)
Anthropic · Proprietary
8.36%±1.96% 1.66%±4.76% 17.97%±6.58% 14.38%±3.46% 7.68%±1.75% 0.10%±0.34% 12.2K
8 8
6 - 15
Kimi K3 (Max)
月之暗面 · Kimi K3 license
6.90%±0.94% 13.49%±2.25% 13.46%±3.13% 2.78%±1.75% 4.39%±0.68% 0.37%±0.04% 35.4K
9 9
4 - 22
Claude Sonnet 5 (High)
Anthropic · Proprietary
6.52%±2.52% 7.97%±5.74% 10.11%±8.57% 6.81%±5.36% 7.53%±1.29% 0.20%±0.12% 9.5K
10 11
6 - 17
Hy4 preview
腾讯 · Apache 2.0
6.05%±1.53% 13.09%±3.33% 11.12%±5.52% 2.30%±3.06% 8.04%±0.80% 0.28%±0.07% 10.1K
11 13
6 - 17
GLM 5.2 (Max)
智谱 ZAI · MIT
5.81%±0.99% 11.29%±2.34% 12.76%±3.37% 4.51%±1.70% 0.11%±1.00% 0.37%±0.04% 24.5K
12 15
8 - 22
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
5.07%±1.19% 10.53%±2.79% 8.89%±3.99% 0.39%±2.32% 5.19%±0.88% 0.36%±0.05% 16.0K
13 10
7 - 22
GPT 5.5 (xHigh)
OpenAI · Proprietary
4.95%±1.48% 0.68%±3.99% 7.80%±4.70% 8.71%±2.68% 8.53%±1.48% 0.37%±0.04% 16.4K
14 14
8 - 22
Muse Spark 1.3 (Max)
Meta · Proprietary
4.59%±1.41% 8.67%±3.50% 6.75%±4.43% 1.03%±2.94% 6.12%±1.18% 0.37%±0.04% 8.6K
15 12
6 - 26
Deepseek V4.1 Flash (Max)
DeepSeek · MIT
4.34%±2.44% 11.35%±6.17% 1.89%±7.51% 0.13%±6.23% 8.17%±1.21% 0.19%±0.15% 3.2K
16 17
9 - 23
Grok 4.5
SpaceXAI · Proprietary
3.99%±1.56% 5.35%±3.99% 1.29%±5.03% 7.85%±2.98% 5.09%±1.48% 0.37%±0.04% 12.5K
17 20
9 - 25
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
3.48%±1.53% 2.26%±4.26% 2.82%±4.64% 6.26%±2.83% 5.70%±1.40% 0.37%±0.04% 7.8K
18 18
11 - 23
GLM 5.3 (Max)
智谱 ZAI · MIT
3.39%±0.86% 11.14%±2.21% 7.29%±2.80% 0.59%±1.52% 2.44%±0.80% 0.37%±0.04% 26.1K
19 21
11 - 25
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.18%±1.01% 9.73%±2.52% 4.67%±3.35% 0.08%±1.91% 1.26%±0.81% 0.35%±0.05% 20.7K
20 16
11 - 25
Qwen3.8 Max
阿里巴巴 · Proprietary
3.18%±1.26% 8.68%±3.14% 2.77%±4.05% 2.29%±2.45% 3.16%±1.18% 0.97%±0.53% 9.7K
21 19
11 - 27
GPT 5.5
OpenAI · Proprietary
2.90%±1.28% 1.55%±3.47% 4.51%±3.93% 6.29%±2.24% 4.88%±1.45% 0.37%±0.04% 21.9K
22 22
11 - 28
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
2.54%±1.65% 3.10%±4.61% 2.90%±5.09% 9.76%±3.02% 2.78%±1.52% 0.37%±0.04% 6.5K
23 26
15 - 28
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
1.54%±1.25% 11.83%±3.00% 0.72%±4.06% 2.62%±2.60% 0.21%±0.67% 1.03%±0.16% 16.5K
24 24
17 - 28
GPT 5.4 (High)
OpenAI · Proprietary
1.07%±1.29% 1.87%±3.65% 0.19%±3.92% 3.31%±2.40% 3.32%±1.24% 0.37%±0.04% 21.2K
25 23
20 - 28
GLM 5.3 Flash
智谱 ZAI · MIT
0.98%±0.95% 11.75%±2.45% 0.74%±2.76% 0.99%±1.91% 5.50%±0.92% 0.37%±0.04% 14.9K
26 25
17 - 28
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.97%±1.35% 0.25%±3.55% 0.08%±4.07% 1.86%±2.58% 2.77%±1.26% 0.37%±0.04% 9.0K
27 28
22 - 29
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
0.52%±1.08% 7.67%±2.89% 0.75%±3.36% 1.29%±2.03% 4.41%±0.96% 0.13%±0.13% 12.5K
28 27
21 - 29
DeepSeek V4 Pro
DeepSeek · MIT
0.26%±1.45% 1.84%±4.00% 3.69%±4.65% 0.25%±2.66% 3.76%±1.18% 0.34%±0.21% 11.5K
29 30
27 - 32
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.98%±1.54% 2.35%±4.20% 6.55%±4.41% 9.07%±3.12% 7.70%±1.58% 0.37%±0.04% 10.5K
30 29
29 - 36
Claude Sonnet 4.6
Anthropic · Proprietary
3.32%±1.79% 9.85%±5.41% 7.40%±4.75% 4.92%±3.31% 5.33%±2.34% 0.24%±0.21% 8.9K
31 33
29 - 36
Hy3
腾讯 · Apache 2.0
3.46%±1.96% 1.63%±4.83% 3.50%±5.81% 2.78%±3.73% 6.15%±4.06% 3.24%±1.12% 8.8K
32 32
29 - 36
Qwen3.7 Max
阿里巴巴 · Proprietary
3.95%±1.26% 4.63%±3.80% 10.47%±3.18% 3.99%±2.23% 0.54%±2.20% 0.10%±0.23% 12.7K
33 31
30 - 36
Muse Spark 1.1
Meta · Proprietary
5.22%±0.85% 3.15%±2.43% 11.51%±2.11% 8.55%±1.59% 3.27%±1.46% 0.37%±0.04% 35.3K
34 37
30 - 38
Minimax M3
MiniMax · MiniMax Community License
5.38%±1.37% 10.61%±4.15% 10.34%±3.67% 8.03%±2.61% 2.07%±1.16% 0.00%±0.16% 12.7K
35 36
30 - 39
Mimo V2.5 Pro
小米 · MIT
5.75%±1.29% 7.70%±3.94% 10.16%±3.34% 4.54%±2.33% 5.53%±2.40% 0.82%±0.36% 13.0K
36 35
30 - 41
Qwen3.7 Plus
阿里巴巴 · Proprietary
6.65%±1.87% 11.67%±5.51% 12.22%±4.51% 4.00%±3.40% 4.79%±3.58% 0.58%±0.37% 7.0K
37 38
34 - 41
Gemini 3.1 Pro Preview
Google · Proprietary
7.58%±1.40% 10.48%±4.07% 2.89%±3.76% 4.61%±2.29% 19.71%±2.34% 0.20%±0.72% 22.9K
38 34
35 - 41
Gemini 3.6 Flash (High)
Google · Proprietary
8.37%±1.52% 11.60%±4.62% 10.62%±3.74% 5.46%±2.84% 14.47%±2.56% 0.32%±0.08% 6.8K
39 39
34 - 41
Inkling Small
Thinky · Apache 2.0
8.55%±2.11% 21.32%±7.54% 21.64%±4.72% 9.71%±4.71% 10.54%±1.65% 0.64%±0.60% 3.8K
40 40
36 - 41
Inkling
Thinky · Apache 2.0
9.43%±1.53% 20.87%±5.40% 22.09%±3.18% 11.90%±3.30% 7.53%±1.39% 0.16%±0.13% 13.0K
41 41
36 - 41
Mistral Medium 3.5
Mistral · Modified MIT
10.48%±2.12% 16.00%±6.26% 14.47%±5.46% 9.82%±4.49% 9.99%±3.05% 2.11%±1.03% 3.1K
42 42
42 - 43
Minimax M2.7
MiniMax · Modified MIT
14.86%±1.86% 18.09%±5.60% 18.85%±4.15% 13.51%±3.77% 24.14%±3.98% 0.27%±0.13% 11.9K
43 43
42 - 43
Gemini 3.5 Flash Lite
Google · Proprietary
17.42%±1.97% 18.55%±6.31% 21.28%±3.68% 16.97%±3.71% 28.28%±4.46% 2.03%±1.32% 7.3K
🔍

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