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
12.29%±1.52% 15.54%±3.15% 19.50%±5.50% 10.68%±2.98% 14.58%±0.81% 1.14%±0.18% 19.8K
🥈 2
1 - 6
Claude Opus 5 (Max)
Anthropic · Proprietary
12.04%±1.80% 18.13%±3.27% 19.48%±6.59% 6.40%±3.62% 14.97%±0.90% 1.20%±0.18% 15.6K
🥉 3
1 - 6
Claude Fable 5 (High)
Anthropic · Proprietary
11.63%±1.73% 12.35%±3.24% 22.16%±6.02% 8.24%±3.69% 14.16%±2.47% 1.23%±0.18% 31.7K
4 4
1 - 7
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.42%±1.03% 15.38%±2.03% 19.73%±3.72% 7.50%±1.88% 8.24%±0.85% 1.24%±0.18% 28.4K
5 5
1 - 11
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
9.97%±1.39% 10.54%±2.84% 22.07%±5.11% 6.14%±2.91% 9.84%±1.04% 1.24%±0.18% 26.2K
6 6
1 - 11
Claude Opus 4.8 (High)
Anthropic · Proprietary
9.63%±1.49% 8.43%±2.68% 21.62%±4.92% 8.82%±2.83% 9.65%±2.41% 0.37%±1.65% 35.2K
7 7
4 - 12
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.76%±0.92% 4.71%±1.94% 13.84%±3.22% 9.00%±1.73% 15.00%±1.19% 1.23%±0.18% 47.8K
8 8
5 - 16
Claude Opus 4.7 (High)
Anthropic · Proprietary
8.13%±1.22% 5.72%±2.50% 12.06%±4.10% 8.22%±2.45% 13.55%±1.72% 1.12%±0.20% 36.2K
9 9
5 - 15
GPT 5.5 (High)
OpenAI · Proprietary
7.81%±0.83% 4.18%±1.72% 11.13%±2.90% 9.07%±1.54% 13.44%±0.92% 1.24%±0.18% 73.0K
10 10
5 - 16
Claude Opus 4.7
Anthropic · Proprietary
7.56%±1.23% 5.23%±2.57% 11.67%±4.06% 9.10%±2.42% 10.62%±1.94% 1.18%±0.18% 36.7K
11 11
5 - 20
Claude Sonnet 5 (High)
Anthropic · Proprietary
6.73%±2.17% 1.65%±4.57% 14.65%±7.52% 4.72%±4.61% 11.52%±1.71% 1.09%±0.19% 25.8K
12 12
8 - 18
Claude Opus 4.6
Anthropic · Proprietary
6.61%±1.18% 4.81%±2.52% 8.26%±3.84% 7.27%±2.31% 11.48%±1.78% 1.24%±0.18% 35.9K
13 13
7 - 18
Qwen3.8 Max
阿里巴巴 · Proprietary
6.51%±1.40% 11.24%±3.15% 7.26%±4.93% 5.04%±2.73% 8.74%±1.17% 0.24%±0.35% 11.2K
14 14
8 - 18
GPT 5.5
OpenAI · Proprietary
6.40%±0.79% 3.41%±1.68% 7.62%±2.68% 7.71%±1.49% 12.01%±0.93% 1.24%±0.18% 74.2K
15 15
8 - 18
Grok 4.5
SpaceXAI · Proprietary
6.19%±1.16% 5.58%±2.57% 5.83%±4.12% 6.40%±2.17% 11.91%±1.15% 1.24%±0.18% 30.7K
16 16
9 - 18
GLM 5.2 (Max)
智谱 ZAI · MIT
6.09%±0.85% 7.42%±1.84% 9.82%±2.96% 5.63%±1.51% 6.34%±1.13% 1.24%±0.18% 54.4K
17 17
11 - 22
GPT 5.4 (High)
OpenAI · Proprietary
5.07%±0.80% 4.55%±1.74% 3.35%±2.67% 6.24%±1.56% 9.95%±1.05% 1.24%±0.18% 73.4K
18 18
11 - 24
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
4.35%±1.87% 1.33%±4.21% 8.70%±6.44% 1.33%±3.77% 11.84%±1.46% 1.24%±0.18% 8.8K
19 19
16 - 23
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
4.23%±0.79% 8.75%±1.90% 1.92%±2.67% 3.73%±1.51% 5.53%±0.65% 1.24%±0.18% 41.0K
20 20
17 - 24
Gemini 3.7 Flash (High)
Google · Proprietary
3.33%±1.06% 9.71%±2.55% 0.22%±3.44% 2.53%±2.11% 3.45%±1.19% 1.22%±0.18% 16.9K
21 21
17 - 24
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.22%±1.20% 2.13%±2.93% 2.32%±4.00% 4.71%±2.38% 9.98%±1.25% 1.24%±0.18% 14.5K
22 22
18 - 24
Claude Sonnet 4.6
Anthropic · Proprietary
3.05%±1.18% 0.31%±2.63% 1.15%±3.56% 1.75%±2.27% 11.52%±2.23% 1.14%±0.21% 36.8K
23 23
16 - 29
Claude Opus 4.8
Anthropic · Proprietary
2.45%±2.28% 7.94%±2.74% 13.83%±4.74% 7.96%±2.76% 10.74%±1.92% 28.23%±8.96% 33.2K
24 24
23 - 28
Muse Spark 1.1
Meta · Proprietary
0.99%±0.61% 6.42%±1.43% 5.48%±1.81% 3.54%±1.14% 6.35%±1.13% 1.20%±0.18% 75.4K
25 25
19 - 34
Kimi K2.7 Code
月之暗面 · Modified MIT
0.56%±2.04% 3.91%±4.36% 1.56%±6.85% 2.75%±4.63% 1.17%±2.60% 1.24%±0.18% 11.1K
26 26
23 - 31
GLM 5.1
智谱 ZAI · MIT
0.21%±0.74% 1.08%±1.67% 0.09%±2.27% 1.02%±1.38% 0.58%±1.39% 0.54%±0.46% 71.5K
27 27
23 - 32
DeepSeek V4 Pro
DeepSeek · MIT
0.02%±0.86% 2.47%±2.20% 3.23%±2.75% 0.30%±1.63% 5.12%±0.95% 0.39%±0.27% 30.3K
28 28
25 - 32
Gemini 3.5 Flash (High)
Google · Proprietary
0.51%±0.60% 0.38%±1.38% 0.55%±1.86% 0.50%±1.10% 2.07%±1.10% 0.17%±0.22% 94.0K
29 29
24 - 34
Qwen3.7 Max
阿里巴巴 · Proprietary
0.60%±0.85% 2.39%±2.16% 5.84%±2.54% 0.72%±1.49% 5.30%±1.51% 0.67%±0.25% 31.6K
30 30
25 - 34
Gemini 3.1 Pro Preview
Google · Proprietary
0.72%±0.68% 1.05%±1.50% 2.90%±2.06% 3.10%±1.19% 11.65%±1.32% 0.99%±0.27% 81.5K
31 31
23 - 37
Kimi K2.6
月之暗面 · Modified MIT
1.19%±2.19% 1.24%±4.57% 0.56%±6.81% 0.82%±4.71% 5.68%±4.42% 1.24%±0.18% 11.2K
32 32
26 - 37
Hy3
腾讯 · Apache 2.0
1.95%±1.25% 1.90%±2.86% 1.37%±4.17% 8.60%±2.37% 3.44%±1.72% 1.32%±0.66% 19.4K
33 33
28 - 37
Mimo V2.5 Pro
小米 · MIT
2.10%±0.88% 2.94%±2.17% 7.67%±2.67% 1.84%±1.61% 1.85%±1.47% 0.08%±0.33% 32.4K
34 34
28 - 37
Qwen3.7 Plus
阿里巴巴 · Proprietary
2.51%±1.28% 2.97%±3.34% 10.41%±3.79% 5.86%±2.64% 6.48%±1.72% 0.18%±0.38% 17.0K
35 35
31 - 37
Gemini 3.6 Flash (High)
Google · Proprietary
3.01%±1.21% 2.57%±3.07% 6.42%±3.70% 3.25%±2.32% 4.02%±1.72% 1.21%±0.18% 13.3K
36 36
31 - 37
Minimax M3
MiniMax · MiniMax Community License
3.08%±0.83% 6.35%±2.20% 9.15%±2.52% 6.70%±1.55% 6.09%±0.84% 0.72%±0.31% 32.0K
37 37
31 - 37
Gemini 3.5 Flash (Medium)
Google · Proprietary
3.72%±1.40% 9.06%±3.50% 6.04%±4.07% 3.07%±2.68% 1.05%±2.42% 0.61%±0.58% 13.3K
38 38
38 - 40
Inkling
Thinky · Apache 2.0
6.77%±0.92% 11.27%±2.62% 17.61%±2.61% 13.18%±1.93% 7.55%±1.06% 0.65%±0.24% 36.5K
39 39
38 - 44
inkling-small
Thinky · Apache 2.0
6.96%±1.78% 18.91%±4.99% 14.58%±5.42% 12.77%±3.98% 11.05%±1.63% 0.42%±0.52% 8.5K
40 40
38 - 45
Mistral Medium 3.5
Mistral · Modified MIT
7.70%±1.88% 11.68%±4.55% 11.50%±5.36% 11.81%±3.86% 1.08%±3.04% 2.41%±1.81% 5.9K
41 41
39 - 45
Grok 4.3 (High)
SpaceXAI · Proprietary
8.85%±0.83% 10.20%±1.73% 13.90%±1.81% 7.47%±1.26% 13.68%±2.82% 0.99%±0.18% 62.4K
42 42
39 - 45
Gemini 3 Flash
Google · Proprietary
9.08%±0.81% 7.78%±1.52% 10.87%±1.72% 3.75%±1.17% 22.49%±2.40% 0.52%±1.70% 83.0K
43 43
39 - 45
Grok Build 0.1
SpaceXAI · Proprietary
9.38%±0.87% 5.71%±1.75% 11.33%±2.13% 9.12%±1.57% 21.49%±2.71% 0.76%±0.18% 74.0K
44 44
39 - 47
Solar Pro 4
Upstage · Proprietary
10.67%±2.32% 6.00%±5.64% 17.84%±6.21% 15.28%±4.65% 13.16%±4.52% 1.06%±3.19% 5.1K
45 45
40 - 46
Gemini 3.5 Flash Lite
Google · Proprietary
10.69%±1.22% 12.53%±2.98% 14.10%±3.06% 11.20%±2.32% 15.49%±2.91% 0.14%±0.46% 20.5K
46 46
44 - 46
Minimax M2.7
MiniMax · Modified MIT
11.61%±1.07% 11.20%±2.50% 16.61%±2.75% 14.22%±1.97% 17.09%±2.95% 1.07%±0.21% 32.2K
47 47
46 - 49
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
15.22%±2.34% 15.43%±4.98% 15.05%±6.12% 20.56%±4.36% 25.40%±6.82% 0.32%±0.43% 12.1K
48 48
47 - 49
Grok 4.3
SpaceXAI · Proprietary
16.29%±1.20% 11.05%±1.57% 15.88%±1.69% 6.01%±1.17% 49.60%±5.34% 1.09%±0.18% 82.4K
49 49
47 - 49
Gemma 4 31B
Google · Apache 2.0
19.72%±2.54% 1.01%±1.77% 3.52%±2.54% 8.45%±1.73% 52.67%±9.89% 32.92%±7.24% 56.6K
🔍

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