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
16.70%±2.72% 16.03%±4.89% 40.76%±10.89% 14.21%±5.18% 12.17%±1.21% 0.33%±0.03% 5.1K
🥈 2
1 - 4
Claude Opus 5.5 (High)
Anthropic · Proprietary
15.13%±2.74% 14.98%±6.01% 29.68%±10.35% 18.46%±5.33% 12.28%±1.21% 0.24%±0.10% 2.8K
🥉 3
1 - 7
GPT 6 Astra (Max)
OpenAI · Proprietary
14.05%±3.43% 17.21%±5.55% 43.62%±13.37% 2.95%±7.32% 6.14%±1.48% 0.33%±0.03% 4.2K
4 5
2 - 8
Claude Opus 5 (High)
Anthropic · Proprietary
10.57%±1.91% 8.56%±4.33% 20.25%±6.75% 12.28%±3.55% 11.48%±0.92% 0.26%±0.04% 8.9K
5 7
3 - 10
Claude Fable 5 (High)
Anthropic · Proprietary
9.12%±1.69% 4.82%±4.10% 17.34%±5.67% 14.17%±3.00% 8.94%±1.39% 0.32%±0.03% 12.5K
6 4
3 - 10
Claude Opus 5 (Max)
Anthropic · Proprietary
8.87%±1.96% 9.29%±4.66% 12.87%±6.78% 9.72%±3.63% 12.14%±0.96% 0.31%±0.04% 6.9K
7 6
3 - 14
GPT 6 Sol (Max)
OpenAI · Proprietary
8.72%±3.26% 9.34%±7.00% 11.56%±11.60% 15.44%±6.06% 6.95%±2.27% 0.33%±0.03% 2.4K
8 8
4 - 12
Claude Opus 4.8 (High)
Anthropic · Proprietary
7.91%±1.74% 4.14%±3.92% 17.13%±6.05% 12.16%±2.97% 6.01%±2.24% 0.13%±0.18% 12.6K
9 9
5 - 16
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
6.73%±1.78% 2.51%±4.14% 21.53%±6.10% 7.26%±3.11% 2.03%±1.41% 0.33%±0.03% 10.8K
10 10
5 - 22
Claude Sonnet 5 (High)
Anthropic · Proprietary
5.59%±2.24% 6.25%±5.24% 8.11%±7.63% 7.80%±4.58% 5.66%±1.34% 0.13%±0.12% 10.0K
11 16
7 - 18
GLM 5.2 (Max)
智谱 ZAI · MIT
5.43%±0.92% 7.52%±2.18% 12.61%±3.14% 5.98%±1.66% 0.70%±0.84% 0.33%±0.03% 28.1K
12 11
8 - 21
GPT 5.5 (xHigh)
OpenAI · Proprietary
4.84%±1.33% 0.68%±3.38% 8.48%±4.28% 8.37%±2.32% 7.73%±1.39% 0.32%±0.03% 17.0K
13 13
9 - 20
Kimi K3 (Max)
月之暗面 · Kimi K3 license
4.61%±0.73% 8.92%±1.75% 8.95%±2.36% 0.98%±1.43% 3.87%±0.59% 0.33%±0.03% 46.1K
14 14
7 - 26
Grok 4.7 (xHigh)
SpaceXAI · Proprietary
4.52%±2.16% 5.59%±4.82% 7.59%±7.22% 3.58%±4.62% 5.51%±1.31% 0.33%±0.03% 4.5K
15 17
9 - 21
Muse Spark 1.3 (Max)
Meta · Proprietary
4.45%±0.80% 7.78%±1.89% 4.86%±2.62% 3.35%±1.63% 5.94%±0.71% 0.32%±0.03% 24.1K
16 12
8 - 22
Hy4 preview
腾讯 · Apache 2.0
4.44%±1.21% 7.51%±2.74% 8.37%±4.15% 1.26%±2.43% 7.38%±0.68% 0.20%±0.07% 18.9K
17 15
10 - 22
Deepseek V4.1 Flash (Max)
DeepSeek · MIT
4.16%±0.77% 9.06%±1.83% 4.87%±2.48% 1.79%±1.76% 8.46%±0.41% 0.18%±0.05% 35.2K
18 19
11 - 26
GLM 5.3 (Max)
智谱 ZAI · MIT
3.25%±0.86% 7.22%±2.19% 6.51%±2.81% 3.34%±1.60% 1.17%±0.70% 0.33%±0.03% 30.3K
19 25
11 - 27
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
2.86%±1.30% 1.44%±3.44% 1.09%±4.04% 6.19%±2.54% 5.24%±1.30% 0.33%±0.03% 9.5K
20 18
14 - 27
Gemini 3.8 Flash (High)
Google · Proprietary
2.27%±1.14% 5.62%±2.75% 3.44%±3.64% 3.21%±2.40% 1.02%±0.70% 0.13%±0.09% 11.2K
21 22
17 - 28
GPT 5.5
OpenAI · Proprietary
1.99%±1.17% 2.64%±2.99% 4.35%±3.61% 4.00%±2.02% 3.91%±1.47% 0.33%±0.03% 22.6K
22 23
10 - 32
GPT 6 Luna (Max)
OpenAI · Proprietary
1.96%±2.57% 5.48%±6.12% 1.94%±8.16% 3.43%±5.34% 2.53%±3.93% 0.33%±0.03% 2.8K
23 20
17 - 28
Qwen3.8 Max
阿里巴巴 · Proprietary
1.91%±0.88% 4.63%±2.19% 1.50%±2.82% 1.38%±1.75% 2.92%±0.85% 0.88%±0.30% 18.5K
24 24
17 - 31
Grok 4.5
SpaceXAI · Proprietary
1.60%±1.36% 1.08%±3.63% 1.57%±4.23% 4.94%±2.65% 5.39%±1.17% 0.33%±0.03% 14.2K
25 21
12 - 32
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
1.39%±2.29% 2.56%±6.22% 0.03%±7.39% 3.63%±4.83% 5.52%±1.52% 0.33%±0.03% 2.7K
26 26
17 - 32
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
1.29%±1.48% 4.52%±4.05% 2.89%±4.58% 6.38%±2.64% 1.40%±1.34% 0.33%±0.03% 7.5K
27 30
19 - 31
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
1.12%±0.94% 7.86%±2.26% 0.34%±3.11% 1.31%±2.03% 0.30%±0.56% 1.01%±0.13% 28.7K
28 27
21 - 32
GPT 5.4 (High)
OpenAI · Proprietary
0.04%±1.15% 3.24%±3.19% 1.09%±3.45% 2.71%±2.19% 1.08%±1.53% 0.33%±0.03% 21.9K
29 28
23 - 32
GLM 5.3 Flash
智谱 ZAI · MIT
0.19%±0.65% 6.11%±1.73% 1.56%±1.91% 0.32%±1.26% 5.53%±0.65% 0.33%±0.03% 30.1K
30 33
23 - 32
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
0.43%±0.82% 4.34%±2.13% 1.11%±2.54% 0.32%±1.64% 4.96%±0.74% 0.12%±0.10% 21.1K
31 29
23 - 32
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.54%±0.94% 4.30%±2.55% 3.36%±2.78% 2.70%±1.80% 1.95%±1.00% 0.33%±0.03% 14.8K
32 31
25 - 33
DeepSeek V4 Pro
DeepSeek · MIT
1.44%±1.33% 3.68%±3.56% 2.46%±4.28% 2.51%±2.22% 1.88%±1.24% 0.42%±0.19% 11.8K
33 32
32 - 36
Gemini 3.7 Flash (High)
Google · Proprietary
3.23%±0.88% 3.00%±2.56% 5.94%±2.44% 1.96%±1.65% 5.11%±0.90% 0.11%±0.32% 19.1K
34 34
33 - 36
Muse Spark 1.2 (xHigh)
Meta · Proprietary
3.80%±0.91% 8.01%±2.71% 10.86%±2.40% 7.67%±1.81% 7.24%±1.11% 0.30%±0.06% 18.7K
35 36
33 - 39
Qwen3.7 Max
阿里巴巴 · Proprietary
5.21%±1.13% 8.75%±3.46% 11.16%±2.82% 4.16%±1.94% 1.83%±2.05% 0.13%±0.21% 13.6K
36 35
35 - 38
Muse Spark 1.1
Meta · Proprietary
5.47%±0.60% 6.12%±1.72% 11.56%±1.49% 6.94%±1.16% 3.05%±0.99% 0.31%±0.03% 50.7K
37 37
33 - 40
Hy3
腾讯 · Apache 2.0
5.64%±1.74% 5.90%±4.37% 6.57%±4.76% 3.35%±3.45% 9.27%±3.89% 3.10%±1.12% 9.7K
38 39
35 - 41
Minimax M3
MiniMax · MiniMax Community License
7.13%±1.20% 13.83%±3.69% 12.92%±3.04% 9.23%±2.24% 0.55%±1.21% 0.22%±0.27% 13.7K
39 38
36 - 42
Mimo V2.5 Pro
小米 · MIT
7.45%±1.13% 11.61%±3.43% 12.08%±2.80% 6.24%±2.07% 6.32%±1.88% 0.98%±0.32% 14.9K
40 42
37 - 44
Qwen3.7 Plus
阿里巴巴 · Proprietary
8.19%±1.78% 11.07%±5.11% 13.61%±4.09% 8.57%±3.02% 6.93%±3.76% 0.79%±0.38% 7.3K
41 40
39 - 45
Gemini 3.6 Flash (High)
Google · Proprietary
9.80%±1.37% 13.04%±4.04% 11.29%±3.34% 6.32%±2.50% 18.63%±2.44% 0.29%±0.05% 7.8K
42 41
40 - 45
Gemini 3.1 Pro Preview
Google · Proprietary
9.88%±1.23% 12.87%±3.43% 4.91%±2.93% 6.80%±1.92% 23.75%±2.56% 1.05%±1.53% 23.3K
43 43
38 - 45
Inkling Small
Thinky · Apache 2.0
9.95%±1.88% 21.75%±6.85% 22.39%±4.09% 14.17%±4.07% 9.13%±1.68% 0.56%±0.47% 4.0K
44 44
40 - 45
Inkling
Thinky · Apache 2.0
10.65%±1.37% 21.84%±4.71% 21.56%±2.87% 16.15%±2.92% 6.22%±1.41% 0.08%±0.11% 13.2K
45 45
41 - 45
Mistral Medium 3.5
Mistral · Modified MIT
12.15%±2.05% 13.97%±6.18% 17.02%±5.00% 12.70%±4.34% 14.70%±3.29% 2.35%±0.98% 3.5K
46 46
46 - 46
Solar Pro 4
Upstage · Proprietary
16.73%±2.46% 19.50%±8.05% 22.86%±4.66% 12.59%±4.74% 26.65%±5.59% 2.08%±0.96% 3.3K
🔍

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