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 - 6
Claude Opus 5 (High)
Anthropic · Proprietary
11.99%±1.37% 16.04%±2.79% 19.46%±5.19% 10.29%±2.51% 13.07%±0.78% 1.07%±0.16% 19.5K
🥈 2
1 - 9
Claude Fable 5 (High)
Anthropic · Proprietary
11.66%±2.39% 11.47%±4.46% 22.56%±8.25% 10.01%±4.93% 13.10%±3.52% 1.16%±0.16% 24.2K
🥉 3
1 - 8
Claude Opus 5 (Max)
Anthropic · Proprietary
11.19%±1.62% 16.36%±3.11% 19.07%±6.03% 5.80%±3.10% 13.62%±0.88% 1.12%±0.16% 15.2K
4 4
1 - 10
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
10.28%±1.72% 9.06%±3.48% 22.70%±6.42% 8.42%±3.50% 10.07%±1.23% 1.16%±0.16% 17.8K
5 5
1 - 9
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.08%±1.07% 14.97%±2.09% 19.68%±3.85% 7.45%±1.97% 7.13%±0.89% 1.16%±0.16% 26.2K
6 6
1 - 12
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.35%±1.70% 8.81%±2.90% 21.46%±5.38% 8.50%±3.08% 9.17%±2.57% 1.19%±2.88% 35.0K
7 7
3 - 13
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.45%±0.99% 5.24%±2.08% 13.56%±3.55% 8.19%±1.80% 14.13%±1.19% 1.15%±0.16% 46.5K
8 8
2 - 13
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.33%±1.32% 6.65%±2.76% 11.87%±4.59% 8.61%±2.72% 13.47%±1.10% 1.04%±0.19% 35.9K
9 9
2 - 17
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.46%±2.15% 5.56%±4.29% 14.80%±7.65% 5.14%±4.55% 10.79%±1.56% 1.01%±0.17% 25.5K
10 10
5 - 17
Claude Opus 4.7
Anthropic · Proprietary
7.32%±1.36% 5.55%±2.85% 10.72%±4.45% 9.54%±2.70% 9.69%±2.12% 1.10%±0.16% 36.5K
11 11
6 - 15
GPT 5.5 (High)
OpenAI · Proprietary
7.27%±0.93% 3.56%±1.95% 10.25%±3.27% 9.09%±1.66% 12.32%±0.99% 1.16%±0.16% 71.7K
12 12
7 - 17
GLM 5.2 (Max)
智谱 ZAI · MIT
6.75%±0.90% 9.21%±1.83% 12.39%±3.21% 5.62%±1.59% 5.37%±1.12% 1.16%±0.16% 50.1K
13 13
6 - 18
Claude Opus 4.6
Anthropic · Proprietary
6.39%±1.33% 4.23%±2.83% 8.25%±4.33% 7.36%±2.59% 10.95%±1.90% 1.16%±0.16% 35.7K
14 14
9 - 18
GPT 5.5
OpenAI · Proprietary
5.77%±0.87% 2.91%±1.89% 7.36%±3.04% 6.18%±1.59% 11.22%±0.96% 1.16%±0.16% 72.8K
15 15
9 - 20
Grok 4.5
SpaceXAI · Proprietary
5.57%±1.27% 5.00%±2.82% 5.29%±4.52% 4.82%±2.39% 11.57%±1.09% 1.16%±0.16% 27.7K
16 16
10 - 18
GPT 5.4 (High)
OpenAI · Proprietary
5.28%±0.90% 4.87%±1.94% 4.04%±3.15% 6.61%±1.68% 9.71%±0.94% 1.16%±0.16% 72.1K
17 17
10 - 22
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
4.42%±1.79% 0.64%±3.96% 7.59%±6.32% 1.73%±3.68% 11.01%±1.39% 1.16%±0.16% 8.4K
18 18
16 - 22
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.06%±1.30% 2.64%±3.18% 2.68%±4.37% 5.04%±2.52% 9.05%±1.20% 1.16%±0.16% 12.4K
19 19
13 - 25
Claude Opus 4.8
Anthropic · Proprietary
3.04%±2.18% 8.78%±2.94% 13.52%±5.18% 8.10%±3.02% 9.80%±2.39% 25.02%±7.64% 33.0K
20 20
16 - 23
Claude Sonnet 4.6
Anthropic · Proprietary
3.00%±1.33% 0.13%±2.91% 1.22%±4.02% 2.12%±2.56% 10.46%±2.58% 1.05%±0.21% 36.5K
21 21
17 - 22
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
2.84%±1.10% 8.53%±2.54% 0.46%±3.64% 0.43%±2.19% 3.64%±1.01% 1.15%±0.16% 18.9K
22 22
21 - 28
Muse Spark 1.1
Meta · Proprietary
0.91%±0.62% 6.14%±1.43% 4.86%±1.85% 3.71%±1.18% 5.89%±1.28% 1.11%±0.16% 62.7K
23 23
17 - 31
Kimi K2.7 Code
月之暗面 · Modified MIT
0.69%±1.94% 4.12%±4.08% 2.36%±6.68% 1.92%±4.37% 2.26%±2.64% 1.16%±0.16% 10.9K
24 24
21 - 30
GLM 5.1
智谱 ZAI · MIT
0.35%±0.77% 1.06%±1.72% 0.72%±2.50% 0.76%±1.40% 0.61%±1.36% 0.15%±0.31% 69.3K
25 25
22 - 31
Qwen3.7 Max
阿里巴巴 · Proprietary
0.16%±0.88% 0.24%±2.11% 5.07%±2.72% 0.21%±1.55% 4.20%±1.49% 0.51%±0.26% 27.4K
26 26
22 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.33%±0.86% 2.74%±2.16% 3.35%±2.78% 0.30%±1.54% 3.82%±0.92% 0.33%±0.27% 28.1K
27 27
20 - 35
Kimi K2.6
月之暗面 · Modified MIT
0.48%±2.16% 2.28%±4.11% 2.12%±6.80% 1.66%±4.49% 6.27%±4.39% 1.16%±0.16% 11.0K
28 28
23 - 31
Gemini 3.1 Pro Preview
Google · Proprietary
0.54%±0.71% 1.71%±1.57% 2.91%±2.23% 2.78%±1.23% 11.13%±1.34% 1.01%±0.20% 79.4K
29 29
23 - 31
Gemini 3.5 Flash (High)
Google · Proprietary
0.73%±0.59% 0.24%±1.40% 1.09%±1.83% 0.98%±1.05% 1.98%±0.95% 0.16%±0.20% 90.0K
30 30
22 - 35
Hy3
腾讯 · Apache 2.0
1.12%±1.42% 2.20%±3.04% 3.70%±4.91% 9.01%±2.60% 2.82%±1.82% 0.89%±0.63% 14.8K
31 31
24 - 36
Qwen3.7 Plus
阿里巴巴 · Proprietary
1.87%±1.31% 0.07%±3.33% 10.87%±3.94% 3.78%±2.73% 5.29%±1.96% 0.07%±0.40% 15.9K
32 32
29 - 36
Mimo V2.5 Pro
小米 · MIT
2.42%±0.92% 3.88%±2.24% 7.27%±2.82% 2.19%±1.68% 1.30%±1.45% 0.08%±0.35% 27.8K
33 33
29 - 36
Minimax M3
MiniMax · MiniMax Community License
2.47%±0.85% 5.15%±2.21% 9.10%±2.65% 4.19%±1.64% 5.48%±0.82% 0.59%±0.33% 27.7K
34 34
29 - 36
DeepSeek V4 Flash
DeepSeek · MIT
2.70%±0.88% 3.12%±2.37% 10.05%±2.68% 1.90%±1.67% 2.82%±0.97% 1.25%±0.39% 23.6K
35 35
29 - 36
gemini-3.6-flash
Google · Proprietary
2.73%±1.38% 1.01%±3.37% 5.99%±4.30% 4.56%±2.80% 3.19%±1.82% 1.11%±0.18% 9.0K
36 36
31 - 38
Gemini 3.5 Flash (Medium)
Google · Proprietary
4.29%±1.49% 9.94%±3.70% 5.61%±4.44% 4.99%±2.87% 1.19%±2.47% 0.30%±0.82% 12.0K
37 37
36 - 39
Inkling
Thinky · Apache 2.0
6.60%±0.89% 11.06%±2.48% 16.01%±2.60% 12.57%±1.77% 6.15%±1.08% 0.48%±0.24% 32.6K
38 38
36 - 42
Mistral Medium 3.5
Mistral · Modified MIT
6.82%±2.16% 10.43%±5.02% 8.71%±6.47% 11.31%±4.31% 0.13%±2.86% 3.53%±2.85% 4.8K
39 39
37 - 42
Grok 4.3 (High)
SpaceXAI · Proprietary
8.30%±0.83% 9.31%±1.74% 13.95%±1.93% 6.51%±1.26% 12.72%±2.73% 1.00%±0.16% 60.0K
40 40
38 - 42
Grok Build 0.1
SpaceXAI · Proprietary
8.82%±0.87% 5.31%±1.80% 11.12%±2.27% 9.95%±1.54% 18.59%±2.55% 0.85%±0.16% 71.5K
41 41
38 - 42
Gemini 3 Flash
Google · Proprietary
8.92%±0.76% 8.51%±1.64% 11.36%±1.85% 4.37%±1.20% 20.36%±2.21% 0.01%±0.77% 80.6K
42 42
38 - 44
gemini-3.5-flash-lite
Google · Proprietary
10.37%±1.43% 14.10%±3.56% 13.30%±3.78% 10.72%±2.74% 13.31%±3.09% 0.45%±0.62% 9.0K
43 43
42 - 44
Minimax M2.7
MiniMax · Modified MIT
11.59%±1.10% 13.21%±2.52% 15.89%±2.95% 13.41%±2.01% 16.44%±2.91% 1.01%±0.19% 27.9K
44 44
42 - 46
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
13.75%±2.33% 16.20%±5.23% 14.76%±6.61% 19.08%±4.76% 19.00%±5.52% 0.30%±0.41% 11.6K
45 45
44 - 46
Grok 4.3
SpaceXAI · Proprietary
14.86%±1.14% 11.77%±1.67% 16.19%±1.82% 6.44%±1.21% 40.98%±4.91% 1.06%±0.16% 80.0K
46 46
44 - 46
Gemma 4 31B
Google · Apache 2.0
17.60%±2.38% 0.27%±1.93% 2.90%±2.87% 9.16%±1.83% 44.31%±8.51% 31.37%±7.31% 56.5K
🔍

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