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 - 2
Claude Fable 5.1 (Max)
Anthropic · Proprietary
13.71%±1.72% 19.83%±2.75% 31.83%±6.86% 3.88%±3.61% 12.62%±0.76% 0.37%±0.03% 13.3K
🥈 2
1 - 6
GPT 6 Astra (Max)
OpenAI · Proprietary
11.54%±2.10% 17.70%±3.26% 32.79%±8.37% 0.47%±4.67% 7.28%±1.11% 0.37%±0.03% 10.4K
🥉 3
2 - 6
Claude Opus 5 (High)
Anthropic · Proprietary
10.25%±1.41% 9.24%±2.94% 18.66%±5.22% 11.04%±2.75% 11.98%±0.77% 0.33%±0.04% 24.8K
4 4
2 - 6
Claude Opus 5 (Max)
Anthropic · Proprietary
10.16%±1.55% 12.41%±3.04% 18.15%±5.77% 6.83%±3.05% 13.08%±0.77% 0.35%±0.04% 19.9K
5 5
2 - 8
Claude Fable 5 (High)
Anthropic · Proprietary
8.81%±1.25% 5.97%±2.66% 18.07%±4.46% 10.60%±2.28% 9.06%±1.28% 0.37%±0.03% 38.3K
6 6
2 - 8
Claude Opus 4.8 (High)
Anthropic · Proprietary
8.19%±1.27% 6.28%±2.47% 16.23%±4.59% 11.06%±2.22% 7.49%±1.51% 0.12%±0.31% 39.7K
7 7
5 - 13
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
7.10%±1.28% 3.74%±2.61% 20.48%±4.62% 6.62%±2.41% 4.30%±0.93% 0.37%±0.03% 32.2K
8 8
7 - 13
Kimi K3 (Max)
月之暗面 · Kimi K3 license
6.22%±0.62% 11.91%±1.28% 11.79%±2.18% 1.99%±1.28% 5.03%±0.52% 0.37%±0.03% 108.6K
9 9
5 - 16
Claude Sonnet 5 (High)
Anthropic · Proprietary
5.97%±1.62% 2.88%±3.34% 11.03%±5.77% 8.39%±3.38% 7.36%±1.06% 0.18%±0.10% 30.6K
10 10
7 - 17
GPT 5.5 (xHigh)
OpenAI · Proprietary
5.03%±0.92% 0.61%±2.02% 9.14%±3.18% 6.61%±1.77% 9.63%±1.25% 0.37%±0.03% 53.1K
11 11
7 - 17
Hy4 preview
腾讯 · Apache 2.0
5.01%±1.02% 9.85%±1.98% 8.76%±3.77% 1.23%±2.16% 7.44%±0.56% 0.23%±0.06% 38.1K
12 12
7 - 19
Deepseek V4.1 Flash (Max)
DeepSeek · MIT
4.88%±1.33% 13.35%±2.49% 4.76%±4.56% 1.63%±3.40% 7.63%±0.71% 0.29%±0.05% 20.1K
13 13
7 - 21
Gemini 3.8 Flash (High)
Google · Proprietary
4.71%±1.91% 9.30%±3.70% 13.34%±6.70% 1.22%±4.83% 1.91%±1.59% 0.22%±0.19% 12.5K
14 14
9 - 18
GLM 5.2 (Max)
智谱 ZAI · MIT
4.37%±0.69% 4.90%±1.50% 9.76%±2.42% 4.88%±1.31% 1.93%±0.73% 0.37%±0.03% 76.8K
15 15
9 - 20
Muse Spark 1.3 (Max)
Meta · Proprietary
4.20%±0.86% 10.31%±1.71% 2.94%±2.94% 1.47%±1.94% 5.91%±0.77% 0.37%±0.03% 31.1K
16 16
9 - 20
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
4.14%±0.79% 6.81%±1.64% 5.94%±2.80% 1.37%±1.64% 6.22%±0.59% 0.36%±0.04% 47.6K
17 17
10 - 23
Qwen3.8 Max
阿里巴巴 · Proprietary
3.30%±0.84% 5.83%±1.82% 4.20%±2.87% 3.63%±1.75% 4.11%±0.81% 1.25%±0.38% 31.5K
18 18
13 - 23
GLM 5.3 (Max)
智谱 ZAI · MIT
3.05%±0.62% 8.48%±1.36% 5.54%±2.12% 1.86%±1.18% 0.99%±0.58% 0.37%±0.03% 73.3K
19 19
12 - 24
Grok 4.5
SpaceXAI · Proprietary
2.92%±0.99% 1.88%±2.27% 0.10%±3.33% 5.86%±2.02% 6.59%±1.22% 0.37%±0.03% 38.1K
20 20
14 - 24
GPT 5.5
OpenAI · Proprietary
2.67%±0.81% 2.01%±1.77% 5.42%±2.73% 3.20%±1.48% 6.36%±1.19% 0.37%±0.03% 81.3K
21 21
16 - 25
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
2.01%±1.05% 2.55%±2.53% 0.88%±3.38% 4.74%±2.13% 6.59%±0.91% 0.37%±0.03% 22.5K
22 22
17 - 25
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
1.80%±0.73% 3.25%±1.61% 3.54%±2.53% 0.41%±1.50% 1.45%±0.60% 0.34%±0.04% 64.5K
23 23
17 - 27
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
1.44%±1.11% 4.44%±2.54% 3.28%±3.74% 4.93%±2.18% 3.05%±1.38% 0.37%±0.03% 20.3K
24 24
19 - 26
GPT 5.4 (High)
OpenAI · Proprietary
1.26%±0.80% 1.63%±1.83% 0.41%±2.71% 2.55%±1.59% 4.62%±1.01% 0.37%±0.03% 80.4K
25 25
21 - 26
GLM 5.3 Flash
智谱 ZAI · MIT
1.15%±0.67% 8.24%±1.47% 1.61%±2.18% 0.15%±1.40% 4.63%±0.69% 0.37%±0.03% 43.2K
26 26
23 - 31
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
0.07%±0.76% 8.92%±1.54% 1.73%±2.61% 4.70%±1.73% 2.00%±0.48% 0.87%±0.10% 57.5K
27 27
25 - 32
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.44%±0.84% 4.99%±1.99% 3.39%±2.64% 2.12%±1.78% 3.70%±0.99% 0.37%±0.03% 29.2K
28 28
26 - 32
Gemini 3.7 Flash (High)
Google · Proprietary
0.60%±0.65% 2.88%±1.57% 3.52%±2.03% 0.28%±1.34% 2.08%±0.70% 0.03%±0.30% 48.2K
29 29
26 - 32
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
0.64%±0.72% 4.31%±1.65% 2.11%±2.36% 0.08%±1.56% 5.20%±0.69% 0.30%±0.15% 37.3K
30 30
26 - 32
DeepSeek V4 Pro
DeepSeek · MIT
0.71%±0.93% 1.71%±2.22% 2.74%±3.16% 2.13%±1.79% 3.16%±0.85% 0.15%±0.11% 35.5K
31 31
26 - 33
Claude Sonnet 4.6
Anthropic · Proprietary
1.52%±1.12% 5.78%±2.74% 2.17%±3.47% 5.01%±2.13% 5.04%±1.61% 0.33%±0.05% 39.5K
32 32
27 - 33
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.77%±0.92% 1.95%±2.28% 10.04%±2.78% 4.58%±2.08% 7.34%±1.03% 0.37%±0.03% 33.1K
33 33
31 - 34
Muse Spark 1.1
Meta · Proprietary
2.98%±0.54% 0.01%±1.31% 10.49%±1.55% 4.22%±1.14% 0.58%±1.00% 0.36%±0.03% 109.3K
34 34
33 - 35
Qwen3.7 Max
阿里巴巴 · Proprietary
3.63%±0.84% 6.41%±2.10% 7.92%±2.44% 2.75%±1.53% 0.83%±1.65% 0.21%±0.20% 38.4K
35 35
34 - 40
Hy3
腾讯 · Apache 2.0
5.23%±1.16% 10.60%±2.68% 6.79%±3.47% 1.77%±2.39% 3.93%±2.15% 3.09%±1.18% 27.4K
36 36
35 - 40
Mimo V2.5 Pro
小米 · MIT
5.73%±0.87% 9.00%±2.20% 9.96%±2.52% 3.99%±1.68% 4.93%±1.64% 0.78%±0.25% 40.8K
37 37
35 - 40
Minimax M3
MiniMax · MiniMax Community License
5.76%±0.83% 12.04%±2.21% 11.84%±2.44% 6.58%±1.68% 1.64%±0.90% 0.01%±0.14% 39.2K
38 38
35 - 40
Gemini 3.1 Pro Preview
Google · Proprietary
5.81%±0.80% 5.51%±1.79% 0.41%±2.36% 3.55%±1.36% 20.40%±1.69% 0.03%±0.31% 86.0K
39 39
35 - 40
Gemini 3.6 Flash (High)
Google · Proprietary
5.94%±1.03% 6.83%±2.53% 7.42%±3.03% 3.37%±2.04% 12.38%±1.64% 0.32%±0.07% 20.8K
40 40
35 - 40
Qwen3.7 Plus
阿里巴巴 · Proprietary
6.08%±1.21% 7.15%±2.98% 12.50%±3.29% 5.38%±2.36% 4.36%±2.61% 1.03%±0.41% 20.9K
41 41
41 - 43
Inkling Small
Thinky · Apache 2.0
9.16%±1.35% 20.37%±3.98% 20.04%±3.68% 11.82%±3.16% 6.88%±1.20% 0.46%±0.35% 12.7K
42 42
41 - 43
Inkling
Thinky · Apache 2.0
10.02%±0.92% 19.32%±2.66% 22.20%±2.32% 10.51%±2.09% 1.96%±1.41% 0.03%±0.13% 42.3K
43 43
41 - 43
Mistral Medium 3.5
Mistral · Modified MIT
10.88%±1.46% 15.08%±3.71% 15.27%±3.98% 6.01%±3.24% 15.80%±2.69% 2.23%±0.75% 10.2K
44 44
44 - 46
Minimax M2.7
MiniMax · Modified MIT
14.02%±1.07% 18.02%±2.56% 19.39%±2.65% 6.58%±2.24% 26.31%±2.74% 0.18%±0.13% 37.8K
45 45
44 - 46
Gemini 3.5 Flash Lite
Google · Proprietary
15.35%±1.31% 17.63%±2.99% 16.15%±2.99% 12.76%±2.35% 28.71%±3.72% 1.50%±0.64% 23.2K
46 46
44 - 46
Solar Pro 4
Upstage · Proprietary
15.52%±1.87% 20.07%±4.89% 21.39%±4.65% 10.11%±3.83% 24.21%±4.40% 1.83%±0.76% 8.9K
🔍

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