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
🥇 4
1 - 8
Claude Opus 5 (Max)
Anthropic · Proprietary
11.40%±3.53% 16.96%±6.59% 13.74%±13.62% 13.21%±6.74% 12.77%±1.91% 0.33%±0.08% 8.0K
🥈 1
1 - 8
Claude Fable 5.1 (Max)
Anthropic · Proprietary
11.35%±3.44% 23.30%±4.71% 30.78%±13.77% 7.21%±7.25% 9.54%±1.92% 0.35%±0.07% 4.9K
🥉 3
1 - 8
Claude Opus 5 (High)
Anthropic · Proprietary
11.14%±3.46% 10.89%±6.37% 17.87%±13.30% 13.44%±6.16% 13.16%±1.82% 0.35%±0.07% 10.2K
4 2
1 - 10
GPT 6 Astra (Max)
OpenAI · Proprietary
10.40%±3.92% 24.52%±5.09% 31.11%±14.53% 9.27%±10.62% 5.31%±4.51% 0.35%±0.07% 3.4K
5 6
1 - 13
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
7.51%±2.76% 7.76%±5.12% 16.57%±10.48% 3.52%±5.23% 9.34%±1.55% 0.35%±0.07% 13.1K
6 14
1 - 19
Gemini 3.8 Flash (High)
Google · Proprietary
7.36%±3.73% 12.16%±6.16% 28.49%±13.08% 8.41%±10.99% 4.45%±2.53% 0.10%±0.35% 2.9K
7 5
1 - 13
Claude Fable 5 (High)
Anthropic · Proprietary
7.34%±2.88% 9.61%±4.99% 12.49%±9.45% 7.21%±4.58% 7.02%±7.81% 0.35%±0.07% 15.8K
8 7
1 - 22
Claude Opus 4.8 (High)
Anthropic · Proprietary
5.40%±2.80% 7.13%±5.06% 7.58%±9.25% 7.08%±4.74% 5.40%±6.61% 0.20%±0.74% 14.7K
9 11
4 - 19
GPT 5.5 (xHigh)
OpenAI · Proprietary
5.36%±2.16% 2.14%±4.13% 9.76%±7.88% 4.28%±3.85% 10.29%±3.42% 0.35%±0.07% 22.2K
10 15
5 - 25
Grok 4.5
SpaceXAI · Proprietary
4.26%±2.01% 5.15%±4.22% 1.55%±7.40% 4.79%±4.01% 9.44%±1.83% 0.35%±0.07% 15.7K
11 16
5 - 25
Qwen3.8 Max
阿里巴巴 · Proprietary
3.93%±2.01% 9.72%±3.92% 7.88%±7.40% 0.03%±3.96% 2.75%±2.42% 0.72%±0.43% 9.7K
12 9
4 - 29
Claude Sonnet 5 (High)
Anthropic · Proprietary
3.93%±3.33% 1.57%±6.53% 7.96%±11.35% 7.26%±6.39% 5.75%±5.88% 0.26%±0.14% 12.6K
13 8
5 - 23
Kimi K3 (Max)
月之暗面 · Kimi K3 license
3.78%±1.26% 14.44%±2.51% 6.12%±4.50% 5.74%±2.85% 3.74%±1.33% 0.35%±0.07% 43.5K
14 18
7 - 29
GPT 5.5
OpenAI · Proprietary
2.43%±1.76% 0.27%±3.65% 2.41%±6.26% 0.91%±3.24% 10.04%±2.12% 0.35%±0.07% 28.3K
15 13
7 - 29
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
2.19%±1.71% 7.07%±3.41% 3.27%±6.29% 4.39%±3.58% 4.67%±1.38% 0.35%±0.07% 14.6K
16 17
7 - 29
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
2.18%±2.26% 6.51%±4.57% 1.16%±7.92% 2.79%±4.77% 5.69%±1.87% 0.35%±0.07% 8.7K
17 12
9 - 29
GLM 5.2 (Max)
智谱 ZAI · MIT
1.50%±1.46% 2.69%±2.88% 5.79%±4.90% 1.29%±2.68% 0.06%±2.56% 0.35%±0.07% 30.4K
18 10
7 - 34
Hy4 preview
腾讯 · Apache 2.0
1.46%±2.63% 6.18%±5.33% 1.17%±9.59% 5.30%±6.08% 5.07%±1.53% 0.20%±0.15% 6.3K
19 28
7 - 35
Claude Sonnet 4.6
Anthropic · Proprietary
1.30%±2.57% 6.47%±5.84% 3.18%±8.84% 2.44%±4.93% 6.99%±2.60% 0.35%±0.07% 10.8K
20 29
7 - 36
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.25%±2.85% 7.95%±5.08% 3.16%±9.74% 4.14%±5.23% 1.06%±5.88% 0.35%±0.07% 9.6K
21 21
9 - 32
GLM 5.3 Flash
智谱 ZAI · MIT
1.12%±1.76% 12.41%±3.34% 4.90%±6.31% 6.49%±3.86% 5.56%±2.11% 0.35%±0.07% 9.9K
22 27
9 - 36
DeepSeek V4 Pro
DeepSeek · MIT
0.68%±2.28% 1.81%±5.10% 1.29%±8.04% 1.13%±4.25% 5.20%±1.92% 0.16%±0.18% 13.7K
23 24
10 - 36
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.43%±2.11% 2.32%±4.23% 0.91%±7.52% 1.93%±4.10% 5.12%±2.30% 0.35%±0.07% 9.1K
24 19
13 - 33
GLM 5.3 (Max)
智谱 ZAI · MIT
0.33%±1.29% 7.12%±2.52% 2.16%±4.35% 5.07%±2.58% 2.90%±2.06% 0.35%±0.07% 25.3K
25 36
11 - 36
Gemini 3.6 Flash (High)
Google · Proprietary
0.25%±2.26% 1.62%±4.65% 2.55%±7.99% 0.85%±4.36% 4.03%±2.70% 0.27%±0.15% 8.1K
26 23
11 - 37
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
0.18%±2.30% 4.12%±4.91% 2.28%±7.97% 0.13%±4.56% 7.06%±3.61% 0.35%±0.07% 8.1K
27 30
13 - 35
Muse Spark 1.1
Meta · Proprietary
0.07%±1.28% 11.73%±2.52% 6.11%±4.15% 5.57%±2.75% 0.74%±2.74% 0.34%±0.08% 40.2K
28 20
13 - 36
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
0.46%±1.52% 0.75%±3.07% 2.51%±5.24% 5.52%±3.49% 0.41%±1.33% 0.35%±0.07% 25.0K
29 22
13 - 38
GPT 5.4 (High)
OpenAI · Proprietary
0.69%±1.72% 2.37%±3.83% 8.50%±5.97% 0.55%±3.49% 6.50%±2.19% 0.35%±0.07% 27.4K
30 31
18 - 40
Qwen3.7 Max
阿里巴巴 · Proprietary
2.49%±2.22% 5.01%±4.28% 3.71%±6.42% 1.44%±3.58% 2.16%±6.56% 0.15%±0.41% 15.6K
31 25
19 - 40
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
2.61%±1.85% 7.73%±3.85% 4.92%±6.08% 8.63%±4.57% 6.57%±1.56% 0.67%±0.28% 10.3K
32 33
18 - 41
Mimo V2.5 Pro
小米 · MIT
2.68%±2.30% 5.94%±4.49% 0.77%±7.54% 2.14%±3.91% 4.43%±5.49% 0.12%±0.25% 15.6K
33 26
20 - 40
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
2.92%±1.78% 4.94%±3.65% 5.43%±6.08% 3.76%±3.83% 10.39%±2.30% 0.01%±0.20% 10.8K
34 37
23 - 41
Gemini 3.1 Pro Preview
Google · Proprietary
3.35%±1.82% 1.20%±3.74% 0.92%±5.66% 0.80%±3.04% 17.61%±4.56% 0.35%±0.07% 31.3K
35 38
18 - 42
Inkling Small
Thinky · Apache 2.0
3.54%±3.24% 14.29%±7.68% 10.30%±11.25% 3.06%±7.13% 4.40%±2.72% 0.58%±1.07% 4.6K
36 34
21 - 41
Qwen3.7 Plus
阿里巴巴 · Proprietary
3.62%±2.44% 4.86%±5.47% 10.15%±7.93% 3.74%±4.96% 1.59%±4.48% 0.94%±0.88% 8.7K
37 32
28 - 42
Hy3
腾讯 · Apache 2.0
4.42%±2.37% 13.31%±5.20% 2.95%±8.12% 0.47%±4.37% 2.67%±3.62% 2.72%±1.23% 10.5K
38 43
29 - 42
Gemini 3.5 Flash Lite
Google · Proprietary
5.39%±3.00% 13.51%±6.17% 1.21%±9.31% 0.34%±5.37% 10.70%±6.07% 1.18%±1.83% 9.5K
39 35
30 - 42
Minimax M3
MiniMax · MiniMax Community License
5.91%±1.81% 12.65%±4.48% 13.76%±5.74% 3.25%±3.54% 0.27%±2.66% 0.15%±0.45% 15.9K
40 39
33 - 43
Inkling
Thinky · Apache 2.0
6.94%±2.12% 16.34%±5.46% 19.32%±6.44% 0.20%±4.56% 1.29%±3.35% 0.15%±0.43% 16.2K
41 40
36 - 43
Mistral Medium 3.5
Mistral · Modified MIT
9.05%±2.91% 13.58%±6.13% 19.58%±7.22% 7.36%±5.81% 15.72%±8.22% 3.73%±3.03% 3.8K
42 41
30 - 43
Solar Pro 4
Upstage · Proprietary
9.46%±6.31% 12.89%±12.95% 14.74%±19.42% 1.32%±12.84% 18.02%±12.56% 2.94%±5.99% 2.4K
43 42
40 - 43
Minimax M2.7
MiniMax · Modified MIT
11.66%±2.74% 18.91%±5.00% 16.79%±6.35% 1.50%±4.34% 21.30%±9.63% 0.19%±0.14% 15.5K
🔍

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