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
15.51%±2.60% 18.71%±4.76% 39.79%±10.16% 6.04%±5.15% 12.63%±1.14% 0.37%±0.04% 4.4K
🥈 2
1 - 7
GPT 6 Astra (Max)
OpenAI · Proprietary
13.04%±3.09% 18.84%±5.69% 36.67%±11.84% 2.08%±6.62% 7.25%±1.33% 0.37%±0.04% 3.6K
🥉 3
1 - 7
Claude Opus 5 (High)
Anthropic · Proprietary
11.28%±1.95% 11.08%±4.53% 20.37%±6.95% 13.06%±3.64% 11.62%±1.01% 0.29%±0.05% 8.2K
4 4
2 - 8
Claude Opus 5 (Max)
Anthropic · Proprietary
9.76%±2.12% 12.43%±4.72% 15.66%±7.41% 7.41%±3.93% 12.94%±0.92% 0.34%±0.05% 6.2K
5 5
2 - 8
Claude Fable 5 (High)
Anthropic · Proprietary
9.46%±1.70% 7.84%±4.16% 16.03%±5.64% 13.49%±3.00% 9.56%±1.48% 0.37%±0.04% 11.7K
6 6
2 - 10
Claude Opus 4.8 (High)
Anthropic · Proprietary
8.73%±1.70% 5.23%±3.91% 16.97%±5.90% 13.68%±2.91% 7.62%±1.66% 0.13%±0.23% 12.4K
7 7
2 - 12
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
8.39%±1.85% 3.37%±4.28% 25.39%±6.44% 8.95%±3.08% 3.90%±1.24% 0.37%±0.04% 10.1K
8 9
4 - 18
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.03%±2.20% 9.74%±5.10% 8.90%±7.73% 9.63%±4.61% 6.74%±1.36% 0.15%±0.13% 9.6K
9 8
6 - 15
Kimi K3 (Max)
月之暗面 · Kimi K3 license
6.76%±0.87% 11.18%±2.05% 12.98%±2.87% 4.09%±1.66% 5.17%±0.65% 0.37%±0.04% 37.0K
10 11
6 - 18
Hy4 preview
腾讯 · Apache 2.0
5.89%±1.42% 10.82%±3.13% 10.80%±5.07% 1.17%±2.88% 8.71%±0.76% 0.28%±0.07% 13.0K
11 14
7 - 18
GLM 5.2 (Max)
智谱 ZAI · MIT
5.74%±0.93% 8.08%±2.27% 12.54%±3.14% 6.51%±1.64% 1.23%±0.92% 0.37%±0.04% 25.1K
12 16
8 - 22
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
5.23%±1.10% 8.73%±2.65% 8.33%±3.65% 2.58%±2.21% 6.14%±0.83% 0.35%±0.05% 16.6K
13 10
8 - 23
GPT 5.5 (xHigh)
OpenAI · Proprietary
5.16%±1.29% 0.24%±3.28% 9.64%±4.14% 7.52%±2.22% 8.49%±1.59% 0.37%±0.04% 16.6K
14 12
7 - 23
Deepseek V4.1 Flash (Max)
DeepSeek · MIT
5.11%±1.82% 11.34%±4.30% 4.98%±5.73% 0.12%±4.74% 8.89%±0.83% 0.23%±0.09% 7.8K
15 15
8 - 23
Muse Spark 1.3 (Max)
Meta · Proprietary
5.01%±1.16% 8.64%±2.73% 5.58%±3.83% 3.79%±2.40% 6.68%±1.00% 0.37%±0.04% 11.9K
16 21
9 - 24
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
3.65%±1.41% 0.12%±3.82% 2.09%±4.24% 9.01%±2.67% 6.65%±1.26% 0.37%±0.04% 8.2K
17 18
12 - 24
GLM 5.3 (Max)
智谱 ZAI · MIT
3.56%±0.83% 9.14%±2.12% 6.91%±2.72% 2.68%±1.49% 1.30%±0.74% 0.37%±0.04% 26.9K
18 19
9 - 24
Grok 4.5
SpaceXAI · Proprietary
3.48%±1.40% 2.82%±3.71% 0.25%±4.44% 7.99%±2.67% 5.95%±1.31% 0.37%±0.04% 12.8K
19 13
9 - 28
Gemini 3.8 Flash (High)
Google · Proprietary
3.29%±2.51% 5.97%±6.52% 5.70%±8.07% 1.53%±5.38% 2.97%±1.51% 0.27%±0.13% 3.0K
20 22
13 - 24
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.12%±0.96% 7.34%±2.42% 4.40%±3.13% 1.58%±1.83% 1.93%±0.81% 0.35%±0.05% 20.7K
21 20
12 - 25
GPT 5.5
OpenAI · Proprietary
3.12%±1.13% 1.59%±2.91% 5.97%±3.56% 5.89%±1.92% 4.94%±1.39% 0.37%±0.04% 22.1K
22 17
12 - 25
Qwen3.8 Max
阿里巴巴 · Proprietary
3.08%±1.12% 6.48%±2.80% 2.08%±3.56% 3.76%±2.23% 4.08%±1.04% 1.00%±0.51% 11.3K
23 23
12 - 28
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
2.69%±1.53% 2.36%±4.08% 4.49%±4.76% 8.89%±2.68% 2.05%±1.52% 0.37%±0.04% 6.8K
24 26
16 - 28
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
1.84%±1.13% 10.94%±2.63% 0.22%±3.68% 1.31%±2.38% 0.79%±0.63% 0.99%±0.14% 20.0K
25 25
22 - 29
GLM 5.3 Flash
智谱 ZAI · MIT
1.06%±0.87% 8.48%±2.26% 0.69%±2.56% 1.56%±1.73% 4.42%±0.86% 0.37%±0.04% 16.5K
26 24
20 - 29
GPT 5.4 (High)
OpenAI · Proprietary
0.93%±1.13% 2.45%±3.10% 0.42%±3.42% 3.50%±2.08% 2.79%±1.47% 0.37%±0.04% 21.4K
27 29
22 - 29
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
0.27%±0.98% 5.58%±2.60% 0.90%±2.98% 0.44%±1.95% 3.62%±0.87% 0.15%±0.15% 14.0K
28 27
22 - 30
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.13%±1.17% 4.16%±3.19% 1.47%±3.42% 2.64%±2.32% 3.25%±1.22% 0.37%±0.04% 10.7K
29 30
25 - 32
DeepSeek V4 Pro
DeepSeek · MIT
0.83%±1.26% 1.91%±3.41% 2.79%±4.05% 2.00%±2.20% 2.94%±1.15% 0.40%±0.19% 11.7K
30 32
28 - 34
Muse Spark 1.2 (xHigh)
Meta · Proprietary
2.17%±1.28% 5.85%±3.61% 8.07%±3.54% 6.43%±2.69% 9.11%±1.35% 0.37%±0.04% 13.0K
31 28
29 - 34
Gemini 3.7 Flash (High)
Google · Proprietary
2.49%±0.84% 0.48%±2.50% 6.00%±2.27% 2.03%±1.64% 3.77%±0.94% 0.16%±0.43% 17.5K
32 31
29 - 36
Claude Sonnet 4.6
Anthropic · Proprietary
3.28%±1.53% 8.95%±4.57% 6.80%±4.19% 6.36%±2.68% 5.41%±1.98% 0.32%±0.07% 8.9K
33 34
30 - 37
Qwen3.7 Max
阿里巴巴 · Proprietary
4.27%±1.10% 6.54%±3.31% 10.40%±2.73% 3.41%±1.87% 0.83%±2.03% 0.14%±0.23% 12.9K
34 35
30 - 38
Hy3
腾讯 · Apache 2.0
4.33%±1.75% 4.30%±4.37% 3.77%±4.97% 2.90%±3.36% 7.19%±3.99% 3.49%±1.12% 9.0K
35 33
32 - 37
Muse Spark 1.1
Meta · Proprietary
4.83%±0.75% 5.35%±2.16% 10.96%±1.88% 6.21%±1.43% 1.99%±1.30% 0.37%±0.04% 37.9K
36 37
32 - 38
Minimax M3
MiniMax · MiniMax Community License
5.76%±1.20% 12.08%±3.63% 10.44%±3.15% 8.19%±2.23% 1.94%±1.08% 0.05%±0.18% 13.0K
37 36
33 - 40
Mimo V2.5 Pro
小米 · MIT
6.24%±1.13% 9.52%±3.45% 10.69%±2.85% 4.89%±2.08% 5.19%±2.10% 0.88%±0.34% 13.3K
38 40
35 - 42
Qwen3.7 Plus
阿里巴巴 · Proprietary
7.41%±1.73% 10.64%±5.02% 13.33%±3.84% 6.67%±2.98% 5.68%±3.73% 0.71%±0.37% 7.0K
39 38
37 - 43
Gemini 3.1 Pro Preview
Google · Proprietary
8.12%±1.13% 10.34%±3.17% 3.33%±2.87% 6.08%±1.84% 20.62%±2.20% 0.26%±0.78% 23.0K
40 39
37 - 43
Gemini 3.6 Flash (High)
Google · Proprietary
8.59%±1.41% 11.59%±4.14% 9.80%±3.51% 6.41%±2.53% 15.47%±2.44% 0.32%±0.07% 7.0K
41 41
38 - 43
Inkling Small
Thinky · Apache 2.0
9.60%±1.88% 22.19%±6.79% 21.62%±4.18% 14.02%±4.06% 10.46%±1.55% 0.64%±0.53% 3.9K
42 42
38 - 43
Inkling
Thinky · Apache 2.0
9.78%±1.31% 20.66%±4.51% 20.80%±2.77% 14.62%±2.80% 7.07%±1.37% 0.10%±0.13% 13.0K
43 43
39 - 44
Mistral Medium 3.5
Mistral · Modified MIT
11.22%±2.05% 14.20%±6.19% 15.91%±5.03% 11.87%±4.34% 11.90%±3.25% 2.23%±1.00% 3.2K
44 44
44 - 45
Minimax M2.7
MiniMax · Modified MIT
15.21%±1.60% 19.43%±4.64% 18.30%±3.52% 13.38%±3.19% 25.24%±3.84% 0.27%±0.11% 12.0K
45 46
43 - 46
Solar Pro 4
Upstage · Proprietary
15.68%±2.44% 15.57%±7.88% 22.74%±4.40% 13.21%±5.01% 24.79%±5.94% 2.07%±1.00% 3.1K
46 45
45 - 46
Gemini 3.5 Flash Lite
Google · Proprietary
18.76%±1.75% 19.58%±5.01% 19.40%±3.25% 17.88%±2.89% 34.81%±5.04% 2.16%±1.18% 7.4K
🔍

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