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 - 8
Claude Fable 5.1 (Max)
Anthropic · Proprietary
12.04%±3.19% 20.48%±4.87% 23.14%±13.32% 3.44%±4.66% 12.90%±1.97% 0.26%±0.04% 6.1K
🥈 2
1 - 10
Claude Opus 5.5 (High)
Anthropic · Proprietary
11.71%±4.39% 10.69%±7.82% 26.56%±18.23% 10.42%±3.57% 10.62%±2.38% 0.26%±0.04% 1.9K
🥉 8
1 - 13
Gemini 4 Argon (High)
Google · Proprietary
11.58%±6.42% 14.04%±9.96% 38.08%±26.33% 12.36%±4.79% 6.85%±9.76% 0.26%±0.04% 1.1K
4 6
1 - 10
Claude Opus 5 (Max)
Anthropic · Proprietary
10.73%±3.12% 13.85%±5.19% 20.71%±13.06% 6.26%±2.71% 12.57%±2.54% 0.25%±0.04% 9.2K
5 3
1 - 14
GPT 6 Astra (Max)
OpenAI · Proprietary
8.96%±4.19% 16.37%±6.41% 21.04%±15.35% 2.47%±5.49% 4.67%±8.75% 0.26%±0.04% 4.3K
6 4
1 - 22
GPT 6 Sol (Max)
OpenAI · Proprietary
8.07%±4.67% 13.32%±7.55% 12.84%±19.42% 6.06%±4.20% 7.86%±6.85% 0.26%±0.04% 1.8K
7 7
1 - 13
Claude Fable 5 (High)
Anthropic · Proprietary
7.74%±2.29% 7.86%±4.44% 17.23%±8.98% 5.74%±2.24% 7.63%±3.75% 0.26%±0.04% 17.2K
8 5
1 - 14
Claude Opus 5 (High)
Anthropic · Proprietary
7.38%±2.64% 7.43%±5.31% 13.10%±10.56% 5.29%±2.63% 10.83%±2.77% 0.26%±0.04% 11.5K
9 9
2 - 21
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
5.89%±2.41% 7.09%±4.49% 15.49%±9.25% 0.96%±3.29% 5.64%±2.80% 0.26%±0.04% 14.6K
10 10
2 - 26
Claude Opus 4.8 (High)
Anthropic · Proprietary
5.57%±2.63% 6.11%±4.53% 10.15%±10.09% 4.58%±2.86% 7.14%±4.44% 0.11%±0.43% 15.3K
11 19
4 - 23
Gemini 3.8 Flash (High)
Google · Proprietary
4.94%±1.71% 12.62%±3.20% 7.83%±6.58% 3.34%±2.17% 0.77%±2.21% 0.16%±0.14% 11.2K
12 17
4 - 29
Grok 4.7 (xHigh)
SpaceXAI · Proprietary
4.13%±3.18% 13.14%±5.76% 3.57%±13.42% 3.68%±4.48% 7.37%±3.12% 0.26%±0.04% 3.6K
13 12
6 - 29
Hy4 preview
腾讯 · Apache 2.0
3.44%±1.65% 4.79%±3.29% 6.22%±6.62% 0.95%±1.70% 5.16%±1.26% 0.11%±0.10% 18.4K
14 16
8 - 28
Kimi K3 (Max)
月之暗面 · Kimi K3 license
3.25%±0.99% 7.44%±2.05% 3.44%±3.71% 0.35%±1.22% 4.76%±1.24% 0.26%±0.04% 55.3K
15 15
8 - 29
Deepseek V4.1 Flash (Max)
DeepSeek · MIT
3.03%±1.00% 10.43%±2.00% 0.34%±3.91% 0.18%±1.24% 4.75%±0.88% 0.14%±0.07% 34.0K
16 11
4 - 31
Claude Sonnet 5 (High)
Anthropic · Proprietary
2.87%±3.02% 2.95%±6.17% 10.05%±11.16% 1.68%±4.23% 5.43%±3.00% 0.13%±0.23% 13.5K
17 13
8 - 29
Muse Spark 1.3 (Max)
Meta · Proprietary
2.86%±1.13% 6.39%±2.35% 0.42%±4.25% 3.04%±1.34% 5.03%±1.47% 0.26%±0.04% 24.1K
18 14
8 - 29
GPT 5.5 (xHigh)
OpenAI · Proprietary
2.74%±1.80% 1.05%±3.65% 2.03%±6.59% 1.29%±2.54% 11.15%±2.58% 0.26%±0.04% 23.0K
19 20
8 - 29
Qwen3.8 Max
阿里巴巴 · Proprietary
2.43%±1.22% 5.36%±2.57% 3.74%±4.57% 1.68%±1.51% 2.23%±1.78% 0.86%±0.29% 19.9K
20 33
9 - 30
Gemini 3.7 Flash (High)
Google · Proprietary
2.08%±1.35% 5.17%±2.89% 1.56%±5.08% 2.92%±1.51% 0.71%±1.57% 0.04%±0.41% 22.0K
21 28
8 - 32
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
1.71%±2.39% 5.61%±4.50% 8.27%±9.18% 0.40%±2.86% 6.03%±2.73% 0.26%±0.04% 9.4K
22 18
11 - 30
GLM 5.2 (Max)
智谱 ZAI · MIT
1.64%±1.40% 0.21%±2.80% 6.80%±5.15% 0.69%±1.66% 2.03%±1.98% 0.26%±0.04% 35.2K
23 24
8 - 31
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
1.58%±1.94% 0.16%±4.00% 3.15%±7.04% 0.99%±2.21% 5.66%±3.08% 0.26%±0.04% 11.1K
24 26
11 - 31
Grok 4.5
SpaceXAI · Proprietary
1.46%±1.75% 5.38%±3.63% 3.89%±6.17% 0.14%±2.71% 5.43%±2.66% 0.26%±0.04% 17.8K
25 21
12 - 30
GLM 5.3 (Max)
智谱 ZAI · MIT
1.43%±1.31% 3.50%±2.84% 3.39%±4.88% 1.24%±1.71% 1.23%±1.40% 0.26%±0.04% 33.6K
26 25
12 - 32
GPT 5.5
OpenAI · Proprietary
1.06%±1.66% 5.49%±3.58% 3.53%±6.14% 1.43%±2.10% 8.44%±2.99% 0.26%±0.04% 29.2K
27 22
11 - 36
GPT 6 Luna (Max)
OpenAI · Proprietary
0.53%±2.67% 2.68%±5.43% 3.81%±9.70% 0.09%±3.36% 8.96%±3.46% 0.26%±0.04% 4.3K
28 27
13 - 35
GPT 5.4 (High)
OpenAI · Proprietary
0.31%±1.75% 4.90%±3.59% 3.25%±6.41% 4.56%±1.73% 4.86%±3.23% 0.26%±0.04% 28.2K
29 23
10 - 36
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
0.12%±3.23% 2.37%±7.23% 0.31%±11.92% 0.22%±4.12% 2.19%±2.72% 0.26%±0.04% 2.4K
30 29
19 - 34
GLM 5.3 Flash
智谱 ZAI · MIT
0.15%±0.95% 5.18%±1.99% 1.01%±3.45% 0.12%±1.17% 5.05%±1.49% 0.26%±0.04% 30.1K
31 31
22 - 36
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
1.42%±1.38% 3.71%±2.76% 3.88%±4.60% 1.12%±1.58% 1.38%±3.11% 0.26%±0.04% 16.4K
32 35
27 - 36
Muse Spark 1.1
Meta · Proprietary
1.63%±0.88% 2.20%±1.85% 8.33%±2.83% 1.86%±1.13% 0.41%±2.09% 0.25%±0.04% 57.9K
33 34
27 - 38
Muse Spark 1.2 (xHigh)
Meta · Proprietary
2.09%±1.37% 1.77%±3.13% 9.62%±4.62% 0.93%±1.74% 1.63%±2.34% 0.26%±0.04% 18.8K
34 42
25 - 41
Gemini 3.6 Flash (High)
Google · Proprietary
2.43%±1.89% 0.77%±4.09% 1.51%±6.85% 1.67%±2.44% 8.38%±2.85% 0.19%±0.14% 9.4K
35 30
28 - 40
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
2.46%±1.23% 0.68%±2.80% 4.94%±4.53% 3.30%±1.59% 4.22%±0.99% 0.54%±0.17% 29.1K
36 36
29 - 41
Qwen3.7 Max
阿里巴巴 · Proprietary
3.68%±1.97% 10.93%±4.00% 3.14%±6.18% 2.71%±2.11% 1.20%±4.29% 0.41%±0.46% 16.8K
37 32
34 - 41
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
4.64%±1.16% 2.58%±2.68% 8.95%±4.09% 1.66%±1.51% 9.59%±1.60% 0.41%±0.34% 21.4K
38 37
33 - 43
Hy3
腾讯 · Apache 2.0
5.57%±2.15% 15.21%±4.74% 5.11%±7.32% 0.59%±2.32% 4.16%±3.92% 2.81%±1.24% 11.7K
39 39
34 - 43
Mimo V2.5 Pro
小米 · MIT
5.62%±2.08% 9.35%±4.09% 8.04%±5.88% 2.36%±2.10% 7.67%±6.43% 0.68%±0.58% 17.7K
40 41
35 - 43
Gemini 3.1 Pro Preview
Google · Proprietary
5.72%±1.80% 8.11%±3.38% 2.42%±5.76% 0.98%±1.95% 22.19%±4.73% 0.26%±0.04% 32.0K
41 40
33 - 44
Qwen3.7 Plus
阿里巴巴 · Proprietary
6.04%±2.77% 9.99%±5.45% 8.41%±8.69% 5.35%±3.09% 5.46%±7.35% 0.99%±0.73% 9.1K
42 38
38 - 44
Minimax M3
MiniMax · MiniMax Community License
8.44%±1.59% 18.56%±4.25% 17.17%±4.73% 5.95%±2.38% 0.33%±2.88% 0.20%±0.37% 17.2K
43 43
38 - 46
Inkling Small
Thinky · Apache 2.0
9.64%±2.56% 21.76%±7.20% 18.73%±7.90% 6.18%±4.04% 1.20%±3.92% 0.34%±0.52% 4.9K
44 44
41 - 46
Inkling
Thinky · Apache 2.0
10.33%±2.42% 21.59%±5.01% 18.54%±6.29% 4.92%±2.60% 6.40%±7.24% 0.18%±0.33% 16.6K
45 45
43 - 46
Mistral Medium 3.5
Mistral · Modified MIT
13.47%±2.88% 13.87%±6.30% 22.42%±6.70% 0.51%±2.88% 28.48%±9.65% 3.08%±2.53% 4.4K
46 46
43 - 46
Solar Pro 4
Upstage · Proprietary
16.18%±4.16% 23.87%±8.28% 17.39%±11.98% 7.57%±4.71% 31.25%±12.76% 0.80%±0.99% 3.9K
🔍

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