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 - 7
Claude Fable 5 (High)
Anthropic · Proprietary
12.58%±2.19% 10.26%±4.23% 24.42%±7.82% 12.93%±4.49% 13.95%±1.22% 1.32%±0.19% 23.8K
🥈 2
1 - 9
Claude Opus 5 (Max)
Anthropic · Proprietary
11.88%±2.81% 17.56%±4.69% 25.63%±9.98% 1.81%±7.26% 13.14%±1.15% 1.27%±0.19% 7.3K
🥉 3
1 - 7
Claude Opus 5 (High)
Anthropic · Proprietary
11.73%±1.66% 16.60%±3.11% 24.40%±6.28% 5.49%±3.76% 10.85%±1.14% 1.30%±0.19% 11.1K
4 4
1 - 11
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
10.02%±1.63% 8.61%±3.32% 21.90%±6.10% 8.96%±3.09% 9.34%±1.18% 1.32%±0.19% 17.0K
5 5
1 - 10
Kimi K3 (Max)
月之暗面 · Kimi K3 license
9.91%±1.19% 14.23%±2.46% 17.45%±4.26% 9.67%±2.19% 6.86%±1.03% 1.32%±0.19% 19.6K
6 6
1 - 12
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.43%±1.64% 8.75%±2.75% 21.05%±5.25% 9.77%±2.74% 9.05%±2.26% 1.44%±3.34% 34.5K
7 7
1 - 14
Claude Sonnet 5 (High)
Anthropic · Proprietary
8.57%±2.00% 7.95%±3.98% 16.12%±7.51% 6.74%±4.10% 10.86%±0.97% 1.18%±0.20% 24.7K
8 8
3 - 13
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.49%±0.95% 5.82%±1.94% 12.91%±3.38% 8.24%±1.73% 14.14%±1.19% 1.32%±0.19% 43.1K
9 9
3 - 13
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.19%±1.26% 6.19%±2.65% 11.20%±4.39% 9.65%±2.47% 12.70%±1.12% 1.20%±0.21% 35.5K
10 10
4 - 13
GPT 5.5 (High)
OpenAI · Proprietary
7.89%±0.88% 5.63%±1.76% 11.31%±3.13% 9.18%±1.53% 12.03%±1.04% 1.32%±0.19% 68.3K
11 11
5 - 15
Claude Opus 4.7
Anthropic · Proprietary
7.37%±1.31% 4.71%±2.72% 12.28%±4.45% 8.87%±2.47% 9.74%±1.94% 1.26%±0.19% 36.0K
12 12
6 - 15
GLM 5.2 (Max)
智谱 ZAI · MIT
7.08%±0.96% 9.08%±1.94% 13.79%±3.42% 5.96%±1.69% 5.23%±1.09% 1.32%±0.19% 43.3K
13 13
7 - 18
Claude Opus 4.6
Anthropic · Proprietary
6.47%±1.31% 3.42%±2.73% 10.12%±4.32% 7.24%±2.40% 10.26%±2.04% 1.32%±0.19% 35.2K
14 14
10 - 20
Grok 4.5
SpaceXAI · Proprietary
5.54%±1.34% 4.65%±2.94% 5.69%±4.70% 5.14%±2.54% 10.91%±1.24% 1.32%±0.19% 24.1K
15 15
11 - 19
GPT 5.5
OpenAI · Proprietary
5.53%±0.82% 3.67%±1.73% 5.85%±2.84% 5.85%±1.47% 10.96%±1.04% 1.32%±0.19% 69.4K
16 16
13 - 20
GPT 5.4 (High)
OpenAI · Proprietary
5.11%±0.84% 4.87%±1.79% 3.48%±2.92% 6.53%±1.60% 9.36%±0.95% 1.32%±0.19% 68.6K
17 17
14 - 21
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.53%±1.47% 0.31%±3.46% 4.52%±4.97% 3.29%±2.87% 8.84%±1.49% 1.32%±0.19% 9.4K
18 18
13 - 21
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
3.47%±1.72% 0.31%±3.92% 4.78%±6.01% 0.62%±3.44% 10.94%±1.26% 1.32%±0.19% 7.8K
19 19
13 - 22
Claude Opus 4.8
Anthropic · Proprietary
3.34%±1.94% 8.24%±2.82% 12.75%±5.00% 8.39%±2.76% 9.22%±2.14% 21.90%±6.41% 32.6K
20 20
15 - 21
Claude Sonnet 4.6
Anthropic · Proprietary
3.18%±1.20% 0.07%±2.76% 0.88%±3.88% 2.39%±2.33% 11.46%±1.50% 1.23%±0.22% 36.0K
21 21
20 - 29
Muse Spark 1.1
Meta · Proprietary
0.75%±0.72% 5.65%±1.67% 4.60%±2.20% 4.78%±1.38% 6.17%±1.22% 1.30%±0.19% 43.2K
22 22
21 - 30
GLM 5.1
智谱 ZAI · MIT
0.44%±0.79% 1.04%±1.76% 0.54%±2.60% 0.15%±1.45% 0.28%±1.31% 0.50%±0.33% 62.6K
23 23
17 - 31
Kimi K2.7 Code
月之暗面 · Modified MIT
0.44%±1.82% 4.73%±3.63% 3.42%±6.42% 3.71%±3.65% 3.56%±2.87% 1.32%±0.19% 10.4K
24 24
21 - 31
Gemini 3.1 Pro Preview
Google · Proprietary
0.52%±0.70% 2.69%±1.54% 1.29%±2.21% 2.37%±1.24% 10.20%±1.34% 1.26%±0.19% 72.6K
25 25
21 - 31
Qwen3.7 Max
阿里巴巴 · Proprietary
0.53%±0.97% 1.95%±2.38% 5.89%±3.03% 0.20%±1.76% 4.61%±1.66% 0.80%±0.27% 20.9K
26 26
21 - 33
DeepSeek V4 Pro
DeepSeek · MIT
0.78%±0.94% 3.61%±2.41% 5.37%±3.02% 0.39%±1.74% 4.77%±0.98% 0.72%±0.26% 21.5K
27 27
21 - 34
Hy3
腾讯 · Apache 2.0
1.03%±1.88% 1.55%±3.99% 2.83%±6.51% 8.17%±3.49% 1.44%±2.58% 0.33%±0.52% 8.5K
28 28
22 - 33
Gemini 3.5 Flash (High)
Google · Proprietary
1.03%±0.84% 3.60%±1.85% 3.56%±2.48% 0.97%±1.50% 2.35%±1.85% 1.87%±0.44% 46.0K
29 29
21 - 34
Kimi K2.6
月之暗面 · Modified MIT
1.09%±1.95% 3.10%±3.68% 1.58%±6.21% 4.90%±3.76% 6.56%±3.93% 1.32%±0.19% 10.4K
30 30
21 - 35
gemini-3.6-flash
Google · Proprietary
1.59%±2.68% 0.15%±6.40% 6.20%±8.38% 2.59%±6.28% 0.61%±3.18% 1.32%±0.19% 2.5K
31 31
23 - 34
Qwen3.7 Plus
阿里巴巴 · Proprietary
1.65%±1.29% 1.72%±3.36% 7.98%±3.99% 4.63%±2.74% 5.85%±1.63% 0.21%±0.46% 14.1K
32 32
26 - 34
Mimo V2.5 Pro
小米 · MIT
2.52%±1.01% 3.81%±2.46% 8.05%±3.13% 2.11%±1.89% 1.09%±1.64% 0.30%±0.37% 21.4K
33 33
26 - 34
Minimax M3
MiniMax · MiniMax Community License
2.55%±0.93% 5.67%±2.43% 9.01%±2.95% 4.56%±1.83% 5.71%±0.93% 0.77%±0.37% 21.0K
34 34
28 - 35
DeepSeek V4 Flash
DeepSeek · MIT
2.96%±0.95% 4.90%±2.51% 8.38%±2.97% 3.98%±1.78% 3.40%±0.98% 0.92%±0.42% 20.8K
35 35
33 - 36
Gemini 3.5 Flash (Medium)
Google · Proprietary
5.34%±1.61% 11.37%±4.02% 7.47%±4.76% 6.53%±3.13% 2.21%±2.86% 0.90%±0.40% 10.0K
36 36
35 - 36
Inkling
Thinky · Apache 2.0
5.71%±0.87% 7.07%±2.35% 15.75%±2.56% 12.07%±1.80% 5.92%±1.03% 0.41%±0.28% 25.7K
37 37
37 - 40
Grok Build 0.1
SpaceXAI · Proprietary
7.99%±0.85% 4.44%±1.81% 10.55%±2.40% 11.12%±1.58% 14.73%±2.15% 0.88%±0.19% 64.2K
38 38
37 - 40
Grok 4.3 (High)
SpaceXAI · Proprietary
8.03%±0.81% 8.93%±1.76% 14.24%±1.97% 6.98%±1.29% 11.11%±2.55% 1.09%±0.19% 53.0K
39 39
37 - 40
Gemini 3 Flash
Google · Proprietary
8.77%±0.76% 8.27%±1.62% 11.76%±1.88% 5.36%±1.23% 18.69%±2.16% 0.23%±0.88% 73.5K
40 40
37 - 42
gemini-3.5-flash-lite
Google · Proprietary
10.20%±2.61% 17.21%±6.83% 17.63%±6.72% 5.82%±5.80% 10.80%±5.04% 0.45%±0.75% 2.5K
41 41
40 - 42
Minimax M2.7
MiniMax · Modified MIT
11.59%±1.17% 14.67%±2.82% 15.74%±3.27% 14.94%±2.22% 13.69%±2.81% 1.08%±0.26% 21.2K
42 42
40 - 44
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
13.14%±2.33% 15.00%±5.18% 13.58%±6.94% 20.73%±4.93% 16.58%±5.20% 0.19%±0.53% 10.8K
43 43
42 - 44
Grok 4.3
SpaceXAI · Proprietary
14.45%±1.05% 11.31%±1.66% 16.43%±1.83% 7.58%±1.24% 38.09%±4.33% 1.19%±0.19% 72.9K
44 44
42 - 44
Gemma 4 31B
Google · Apache 2.0
16.10%±1.94% 1.00%±1.81% 3.90%±2.70% 8.47%±1.62% 38.46%±6.49% 28.69%±6.28% 55.9K
🔍

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