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 - 4
Claude Fable 5.1 (Max)
Anthropic · Proprietary
13.90%±1.99% 23.70%±3.08% 30.47%±7.84% 3.05%±4.64% 11.91%±0.82% 0.37%±0.04% 12.8K
🥈 2
1 - 6
GPT 6 Astra (Max)
OpenAI · Proprietary
11.90%±2.77% 19.54%±3.97% 34.41%±10.56% 1.53%±6.56% 6.70%±1.19% 0.38%±0.04% 10.0K
🥉 3
1 - 5
Claude Opus 5 (Max)
Anthropic · Proprietary
11.09%±1.81% 12.92%±3.67% 19.03%±6.71% 9.63%±3.56% 13.49%±0.76% 0.37%±0.04% 19.6K
4 4
1 - 7
Claude Opus 5 (High)
Anthropic · Proprietary
10.49%±1.66% 8.68%±3.53% 17.92%±6.05% 13.33%±3.22% 12.20%±0.97% 0.34%±0.04% 24.2K
5 5
2 - 7
Claude Fable 5 (High)
Anthropic · Proprietary
9.03%±1.38% 7.07%±3.00% 17.47%±4.97% 11.39%±2.58% 8.86%±1.41% 0.38%±0.04% 37.5K
6 6
3 - 10
Claude Opus 4.8 (High)
Anthropic · Proprietary
7.75%±1.40% 4.00%±2.95% 15.78%±4.93% 11.80%±2.60% 7.45%±1.57% 0.29%±0.52% 39.5K
7 7
4 - 12
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
7.40%±1.43% 3.86%±2.99% 19.88%±5.16% 8.32%±2.76% 4.56%±1.02% 0.38%±0.04% 31.4K
8 8
6 - 12
Kimi K3 (Max)
月之暗面 · Kimi K3 license
6.39%±0.68% 14.80%±1.40% 12.30%±2.39% 0.29%±1.37% 4.15%±0.55% 0.38%±0.04% 104.5K
9 9
6 - 19
Claude Sonnet 5 (High)
Anthropic · Proprietary
5.45%±1.73% 0.42%±3.71% 9.32%±5.98% 9.26%±3.73% 8.01%±1.13% 0.23%±0.09% 30.3K
10 10
7 - 17
GPT 5.5 (xHigh)
OpenAI · Proprietary
5.18%±1.07% 0.59%±2.47% 8.09%±3.69% 8.15%±2.07% 9.87%±1.17% 0.38%±0.04% 52.6K
11 11
7 - 17
Hy4 preview
腾讯 · Apache 2.0
4.96%±1.13% 12.26%±2.18% 8.52%±4.21% 2.92%±2.42% 6.72%±0.60% 0.23%±0.07% 29.9K
12 12
6 - 20
Deepseek V4.1 Flash (Max)
DeepSeek · MIT
4.87%±1.84% 13.75%±3.76% 5.23%±6.30% 1.91%±4.61% 7.03%±1.00% 0.26%±0.08% 8.4K
13 13
9 - 17
GLM 5.2 (Max)
智谱 ZAI · MIT
4.52%±0.74% 8.19%±1.59% 10.41%±2.58% 3.04%±1.36% 0.57%±0.80% 0.38%±0.04% 75.1K
14 14
9 - 20
Muse Spark 1.3 (Max)
Meta · Proprietary
4.13%±1.05% 11.56%±2.10% 4.84%±3.59% 1.36%±2.36% 5.21%±0.94% 0.38%±0.04% 23.1K
15 15
9 - 20
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
4.09%±0.84% 9.55%±1.72% 6.47%±3.00% 1.17%±1.75% 5.23%±0.63% 0.37%±0.04% 45.6K
16 16
9 - 22
Qwen3.8 Max
阿里巴巴 · Proprietary
3.57%±0.93% 9.13%±2.00% 5.29%±3.22% 1.59%±1.91% 3.11%±0.94% 1.27%±0.39% 27.7K
17 17
9 - 22
Grok 4.5
SpaceXAI · Proprietary
3.41%±1.10% 3.23%±2.54% 1.06%±3.74% 6.51%±2.22% 5.87%±1.40% 0.38%±0.04% 37.4K
18 18
12 - 22
GLM 5.3 (Max)
智谱 ZAI · MIT
3.08%±0.65% 11.66%±1.38% 6.43%±2.24% 0.82%±1.24% 2.24%±0.62% 0.38%±0.04% 70.9K
19 19
13 - 24
GPT 5.5
OpenAI · Proprietary
2.62%±0.93% 1.95%±2.15% 4.71%±3.09% 3.52%±1.73% 6.45%±1.19% 0.38%±0.04% 80.7K
20 20
12 - 24
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
2.57%±1.15% 1.44%±2.73% 2.86%±3.79% 2.42%±2.27% 5.76%±0.99% 0.38%±0.04% 21.7K
21 21
16 - 24
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
1.99%±0.77% 6.43%±1.69% 3.95%±2.65% 1.52%±1.59% 0.74%±0.62% 0.35%±0.05% 64.2K
22 22
16 - 27
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
1.58%±1.19% 4.97%±2.86% 2.25%±4.01% 6.35%±2.38% 3.89%±1.30% 0.38%±0.04% 19.6K
23 23
19 - 27
GLM 5.3 Flash
智谱 ZAI · MIT
1.33%±0.73% 12.36%±1.58% 1.85%±2.40% 2.32%±1.56% 5.59%±0.73% 0.38%±0.04% 39.2K
24 24
19 - 28
GPT 5.4 (High)
OpenAI · Proprietary
1.26%±0.91% 0.74%±2.17% 0.52%±3.08% 2.32%±1.85% 4.88%±0.92% 0.38%±0.04% 79.9K
25 25
22 - 30
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.22%±0.97% 1.65%±2.24% 0.91%±3.15% 0.39%±2.02% 2.87%±1.08% 0.38%±0.04% 25.5K
26 26
22 - 30
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
0.06%±0.85% 11.70%±1.72% 1.97%±2.91% 5.90%±1.93% 2.68%±0.52% 0.88%±0.11% 46.9K
27 27
22 - 30
DeepSeek V4 Pro
DeepSeek · MIT
0.15%±1.10% 0.07%±2.73% 3.50%±3.72% 1.14%±2.12% 3.94%±0.86% 0.10%±0.12% 34.9K
28 28
24 - 30
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
0.44%±0.80% 7.17%±1.82% 0.81%±2.71% 2.20%±1.66% 6.15%±0.76% 0.22%±0.13% 33.2K
29 29
25 - 32
Claude Sonnet 4.6
Anthropic · Proprietary
1.56%±1.34% 8.52%±3.41% 2.37%±4.09% 2.72%±2.62% 5.52%±1.86% 0.29%±0.13% 39.4K
30 30
25 - 32
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.65%±1.10% 1.35%±2.64% 8.43%±3.41% 7.42%±2.42% 5.89%±1.21% 0.38%±0.04% 28.5K
31 31
29 - 33
Muse Spark 1.1
Meta · Proprietary
3.03%±0.61% 3.30%±1.45% 10.51%±1.74% 6.60%±1.27% 1.71%±1.12% 0.37%±0.04% 102.7K
32 32
29 - 35
Qwen3.7 Max
阿里巴巴 · Proprietary
3.37%±0.99% 5.05%±2.47% 7.92%±2.85% 2.87%±1.82% 0.89%±1.99% 0.14%±0.20% 37.9K
33 33
31 - 38
Hy3
腾讯 · Apache 2.0
4.86%±1.30% 8.63%±3.02% 6.98%±3.97% 2.10%±2.66% 3.64%±2.25% 2.95%±1.27% 26.9K
34 34
32 - 39
Gemini 3.6 Flash (High)
Google · Proprietary
5.45%±1.12% 5.96%±2.84% 7.58%±3.32% 2.62%±2.27% 11.41%±1.69% 0.32%±0.08% 20.2K
35 35
32 - 39
Qwen3.7 Plus
阿里巴巴 · Proprietary
5.50%±1.30% 8.27%±3.34% 12.30%±3.67% 3.34%±2.64% 2.74%±2.36% 0.87%±0.41% 20.7K
36 36
33 - 39
Mimo V2.5 Pro
小米 · MIT
5.52%±0.98% 7.84%±2.56% 9.58%±2.90% 4.23%±1.89% 5.23%±1.72% 0.71%±0.28% 39.9K
37 37
33 - 39
Minimax M3
MiniMax · MiniMax Community License
5.63%±0.96% 10.83%±2.59% 11.92%±2.84% 7.14%±1.98% 1.70%±1.05% 0.05%±0.12% 38.4K
38 38
33 - 39
Gemini 3.1 Pro Preview
Google · Proprietary
5.76%±0.97% 5.72%±2.35% 1.27%±2.87% 2.72%±1.70% 19.16%±1.81% 0.06%±0.30% 85.8K
39 39
34 - 41
Inkling Small
Thinky · Apache 2.0
7.84%±1.55% 20.83%±4.53% 18.42%±4.42% 7.45%±3.60% 7.84%±1.16% 0.35%±0.37% 12.5K
40 40
39 - 41
Inkling
Thinky · Apache 2.0
9.55%±1.06% 19.08%±3.22% 23.14%±2.72% 8.42%±2.44% 2.85%±1.39% 0.03%±0.15% 42.1K
41 41
39 - 41
Mistral Medium 3.5
Mistral · Modified MIT
10.27%±1.45% 16.74%±3.76% 15.03%±3.96% 3.94%±3.22% 13.30%±2.44% 2.34%±0.85% 10.0K
42 42
42 - 43
Minimax M2.7
MiniMax · Modified MIT
13.59%±1.24% 17.02%±3.11% 19.96%±3.17% 6.43%±2.64% 24.75%±2.80% 0.19%±0.17% 37.5K
43 43
42 - 43
Gemini 3.5 Flash Lite
Google · Proprietary
14.16%±1.48% 18.69%±3.88% 16.80%±3.65% 11.14%±2.96% 22.82%±3.38% 1.36%±0.72% 23.2K
🔍

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