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
15.07%±2.46% 22.65%±3.40% 38.98%±10.11% 1.74%±5.74% 11.58%±0.95% 0.38%±0.06% 7.6K
🥈 4
2 - 7
Claude Opus 5 (High)
Anthropic · Proprietary
10.63%±1.96% 9.98%±4.03% 20.44%±7.20% 10.85%±3.85% 11.51%±1.13% 0.34%±0.05% 14.3K
🥉 3
1 - 7
Claude Opus 5 (Max)
Anthropic · Proprietary
10.58%±2.16% 10.07%±4.40% 20.13%±7.89% 9.08%±4.16% 13.24%±0.81% 0.37%±0.05% 11.1K
4 2
1 - 10
GPT 6 Astra (Max)
OpenAI · Proprietary
10.06%±3.38% 18.37%±4.99% 27.78%±12.15% 2.70%±8.48% 6.47%±1.33% 0.39%±0.05% 5.9K
5 5
2 - 8
Claude Fable 5 (High)
Anthropic · Proprietary
9.32%±1.62% 6.26%±3.61% 18.33%±5.85% 12.90%±2.99% 8.71%±1.54% 0.39%±0.05% 21.2K
6 7
2 - 10
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
8.30%±1.68% 5.22%±3.50% 21.08%±6.13% 10.32%±3.17% 4.46%±1.03% 0.39%±0.05% 17.7K
7 6
2 - 11
Claude Opus 4.8 (High)
Anthropic · Proprietary
8.15%±1.68% 1.48%±3.58% 19.52%±5.94% 12.62%±3.03% 6.98%±1.74% 0.17%±0.30% 22.1K
8 8
5 - 14
Kimi K3 (Max)
月之暗面 · Kimi K3 license
6.52%±0.81% 13.00%±1.64% 13.34%±2.84% 1.59%±1.59% 4.30%±0.59% 0.39%±0.05% 62.1K
9 9
4 - 18
Claude Sonnet 5 (High)
Anthropic · Proprietary
6.09%±2.13% 3.29%±4.43% 11.72%±7.45% 7.41%±4.60% 7.74%±1.20% 0.27%±0.09% 17.5K
10 10
5 - 17
GPT 5.5 (xHigh)
OpenAI · Proprietary
5.49%±1.25% 1.07%±2.90% 8.00%±4.31% 8.49%±2.40% 9.48%±1.28% 0.39%±0.05% 30.7K
11 13
8 - 17
GLM 5.2 (Max)
智谱 ZAI · MIT
5.32%±0.85% 9.48%±1.79% 12.03%±3.06% 3.47%±1.53% 1.24%±0.71% 0.39%±0.05% 44.6K
12 11
8 - 19
Hy4 preview
腾讯 · Apache 2.0
5.06%±1.36% 11.06%±2.59% 10.27%±5.07% 3.43%±2.82% 7.16%±0.69% 0.23%±0.09% 17.2K
13 15
8 - 18
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
4.78%±0.99% 9.59%±2.02% 8.42%±3.58% 0.44%±2.04% 5.08%±0.74% 0.38%±0.05% 27.8K
14 12
7 - 23
Deepseek V4.1 Flash (Max)
DeepSeek · MIT
4.45%±2.13% 9.92%±4.75% 5.92%±7.16% 1.22%±5.28% 7.35%±1.17% 0.28%±0.10% 5.3K
15 17
9 - 23
Grok 4.5
SpaceXAI · Proprietary
4.15%±1.33% 5.00%±2.96% 3.33%±4.57% 7.11%±2.61% 4.93%±1.63% 0.39%±0.05% 22.6K
16 14
9 - 23
Muse Spark 1.3 (Max)
Meta · Proprietary
3.74%±1.20% 8.48%±2.62% 4.18%±4.00% 0.50%±2.58% 5.13%±1.04% 0.39%±0.05% 14.7K
17 19
9 - 23
GPT 5.5
OpenAI · Proprietary
3.61%±1.10% 0.70%±2.52% 5.84%±3.67% 5.65%±1.99% 5.47%±1.54% 0.39%±0.05% 40.6K
18 16
11 - 24
Qwen3.8 Max
阿里巴巴 · Proprietary
3.13%±1.10% 7.25%±2.40% 5.05%±3.76% 1.40%±2.16% 3.45%±0.98% 1.49%±0.48% 17.0K
19 18
13 - 23
GLM 5.3 (Max)
智谱 ZAI · MIT
3.01%±0.74% 10.59%±1.65% 6.17%±2.53% 0.08%±1.38% 2.17%±0.69% 0.39%±0.05% 44.7K
20 21
14 - 25
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
2.80%±0.87% 8.27%±1.93% 4.55%±3.01% 0.66%±1.76% 1.46%±0.68% 0.37%±0.05% 36.6K
21 22
14 - 28
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
2.12%±1.39% 2.89%±3.40% 2.34%±4.65% 8.14%±2.71% 2.60%±1.54% 0.39%±0.05% 11.5K
22 24
14 - 28
GPT 5.4 (High)
OpenAI · Proprietary
1.76%±1.09% 1.16%±2.67% 1.53%±3.67% 3.77%±2.14% 4.25%±1.03% 0.39%±0.05% 39.3K
23 20
14 - 28
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
1.73%±1.32% 1.53%±3.31% 1.44%±4.30% 3.01%±2.56% 5.34%±1.10% 0.39%±0.05% 13.8K
24 23
19 - 28
GLM 5.3 Flash
智谱 ZAI · MIT
1.24%±0.84% 10.44%±1.88% 1.57%±2.69% 1.16%±1.76% 5.05%±0.79% 0.39%±0.05% 25.1K
25 27
20 - 29
DeepSeek V4 Pro
DeepSeek · MIT
0.68%±1.30% 1.39%±3.15% 1.20%±4.52% 0.42%±2.43% 3.86%±0.97% 0.22%±0.16% 20.6K
26 25
21 - 29
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.65%±1.13% 0.04%±2.64% 1.22%±3.65% 1.71%±2.35% 2.30%±1.23% 0.39%±0.05% 15.5K
27 26
21 - 29
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
0.58%±1.02% 10.72%±2.09% 1.17%±3.48% 4.52%±2.30% 1.23%±0.60% 0.90%±0.14% 28.3K
28 28
21 - 29
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
0.08%±0.93% 6.17%±2.19% 0.51%±3.10% 1.86%±1.86% 5.08%±0.86% 0.11%±0.13% 20.9K
29 29
25 - 32
Claude Sonnet 4.6
Anthropic · Proprietary
1.83%±1.53% 6.41%±4.01% 5.63%±4.57% 2.63%±3.00% 5.20%±1.98% 0.29%±0.18% 16.1K
30 30
29 - 33
Muse Spark 1.2 (xHigh)
Meta · Proprietary
2.70%±1.28% 2.17%±3.18% 8.87%±3.96% 8.28%±2.81% 5.44%±1.41% 0.39%±0.05% 18.1K
31 32
29 - 36
Qwen3.7 Max
阿里巴巴 · Proprietary
3.61%±1.17% 5.30%±2.95% 8.15%±3.28% 3.44%±2.06% 1.02%±2.31% 0.14%±0.23% 22.8K
32 31
30 - 37
Muse Spark 1.1
Meta · Proprietary
4.50%±0.70% 0.72%±1.76% 12.26%±1.93% 7.54%±1.41% 2.38%±1.25% 0.39%±0.05% 62.6K
33 33
29 - 38
Hy3
腾讯 · Apache 2.0
4.70%±1.61% 5.38%±3.65% 6.40%±4.83% 3.00%±3.25% 4.98%±2.91% 3.74%±2.00% 15.9K
34 36
31 - 38
Mimo V2.5 Pro
小米 · MIT
5.61%±1.10% 6.59%±3.00% 11.25%±3.16% 3.79%±2.11% 5.74%±2.04% 0.70%±0.32% 23.2K
35 37
31 - 38
Minimax M3
MiniMax · MiniMax Community License
5.75%±1.13% 10.84%±3.18% 11.87%±3.32% 7.72%±2.30% 1.60%±1.16% 0.09%±0.13% 22.6K
36 35
31 - 39
Qwen3.7 Plus
阿里巴巴 · Proprietary
6.03%±1.53% 9.08%±4.05% 12.13%±4.16% 4.54%±3.02% 3.39%±2.71% 1.03%±0.51% 12.5K
37 34
32 - 39
Gemini 3.6 Flash (High)
Google · Proprietary
6.42%±1.28% 7.44%±3.41% 9.60%±3.63% 3.19%±2.55% 12.24%±1.99% 0.36%±0.07% 12.0K
38 38
33 - 39
Gemini 3.1 Pro Preview
Google · Proprietary
6.66%±1.17% 7.64%±2.95% 2.57%±3.44% 3.56%±2.01% 19.45%±1.99% 0.09%±0.49% 42.9K
39 39
36 - 41
Inkling Small
Thinky · Apache 2.0
9.20%±1.78% 20.86%±5.54% 21.49%±4.66% 11.01%±4.14% 7.99%±1.35% 0.63%±0.56% 7.0K
40 40
39 - 41
Inkling
Thinky · Apache 2.0
9.95%±1.26% 19.65%±4.03% 24.03%±3.00% 10.90%±2.89% 4.67%±1.45% 0.13%±0.16% 23.3K
41 41
39 - 42
Mistral Medium 3.5
Mistral · Modified MIT
10.96%±1.75% 18.74%±4.67% 14.52%±4.84% 7.55%±3.88% 12.22%±2.56% 1.78%±0.80% 5.7K
42 42
41 - 43
Minimax M2.7
MiniMax · Modified MIT
13.29%±1.42% 12.93%±3.80% 22.60%±3.39% 7.58%±3.24% 23.56%±3.04% 0.23%±0.16% 22.2K
43 43
42 - 43
Gemini 3.5 Flash Lite
Google · Proprietary
15.40%±1.66% 15.72%±4.66% 21.77%±3.63% 12.85%±3.46% 24.91%±3.76% 1.73%±0.96% 13.2K
🔍

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