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 - 5
Claude Opus 5 (High)
Anthropic · Proprietary
12.73%±1.63% 15.97%±3.34% 19.13%±5.89% 13.36%±3.16% 14.22%±0.84% 0.99%±0.17% 20.1K
🥈 2
1 - 5
Claude Opus 5 (Max)
Anthropic · Proprietary
12.41%±1.91% 17.21%±3.64% 19.00%±6.92% 9.93%±3.94% 14.88%±0.91% 1.05%±0.17% 15.8K
🥉 3
1 - 7
Claude Fable 5 (High)
Anthropic · Proprietary
11.62%±1.63% 11.16%±3.25% 19.15%±5.78% 13.87%±3.13% 12.82%±2.67% 1.07%±0.17% 33.0K
4 4
1 - 8
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
10.31%±1.45% 10.02%±2.99% 22.22%±5.29% 9.16%±2.93% 9.06%±1.14% 1.08%±0.17% 27.0K
5 5
1 - 9
Claude Opus 4.8 (High)
Anthropic · Proprietary
9.99%±1.53% 7.49%±2.83% 22.41%±5.17% 11.10%±2.87% 9.15%±2.43% 0.21%±1.33% 35.6K
6 6
3 - 8
Kimi K3 (Max)
月之暗面 · Kimi K3 license
9.53%±0.61% 18.24%±1.20% 17.56%±2.15% 2.31%±1.24% 8.47%±0.52% 1.08%±0.17% 89.8K
7 7
4 - 13
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.56%±0.97% 4.00%±2.06% 13.71%±3.37% 9.30%±1.87% 14.70%±1.18% 1.07%±0.17% 48.5K
8 8
3 - 17
Claude Sonnet 5 (High)
Anthropic · Proprietary
8.05%±2.27% 1.31%±4.71% 14.45%±7.69% 12.52%±4.86% 11.00%±1.79% 0.95%±0.18% 26.1K
9 9
6 - 17
Claude Opus 4.7 (High)
Anthropic · Proprietary
7.27%±1.26% 4.56%±2.65% 10.81%±4.20% 7.59%±2.44% 12.44%±1.92% 0.98%±0.18% 36.6K
10 10
7 - 17
Claude Opus 4.7
Anthropic · Proprietary
7.18%±1.28% 4.96%±2.70% 11.33%±4.22% 8.75%±2.44% 9.84%±2.08% 1.03%±0.17% 37.1K
11 11
7 - 17
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
6.97%±1.11% 13.49%±2.26% 6.38%±3.79% 3.16%±2.46% 10.74%±0.76% 1.08%±0.17% 18.8K
12 12
7 - 17
GPT 5.5 (High)
OpenAI · Proprietary
6.76%±0.89% 2.60%±1.88% 11.11%±3.08% 6.65%±1.68% 12.36%±1.27% 1.08%±0.17% 73.8K
13 13
7 - 19
Qwen3.8 Max
阿里巴巴 · Proprietary
6.46%±1.23% 12.52%±2.65% 6.81%±4.36% 4.66%±2.51% 8.22%±1.03% 0.08%±0.30% 14.7K
14 14
8 - 19
Grok 4.5
SpaceXAI · Proprietary
6.38%±1.18% 4.72%±2.60% 6.65%±4.18% 8.49%±2.22% 10.98%±1.30% 1.08%±0.17% 32.1K
15 15
8 - 20
GLM 5.2 (Max)
智谱 ZAI · MIT
5.86%±0.83% 7.25%±1.80% 8.97%±2.83% 6.12%±1.56% 5.89%±1.01% 1.08%±0.17% 58.7K
16 16
8 - 21
Claude Opus 4.6
Anthropic · Proprietary
5.78%±1.22% 3.67%±2.66% 7.81%±4.00% 5.96%±2.35% 10.36%±1.81% 1.08%±0.17% 36.4K
17 17
8 - 20
GPT 5.5
OpenAI · Proprietary
5.68%±0.82% 3.23%±1.75% 7.69%±2.81% 4.68%±1.55% 11.73%±0.93% 1.08%±0.17% 75.7K
18 18
13 - 24
GPT 5.4 (High)
OpenAI · Proprietary
4.58%±0.83% 4.55%±1.82% 3.25%±2.78% 4.96%±1.67% 9.07%±1.01% 1.08%±0.17% 74.9K
19 19
13 - 28
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
3.83%±1.54% 1.06%±3.48% 5.94%±5.10% 3.86%±3.29% 9.33%±1.43% 1.08%±0.17% 11.9K
20 20
17 - 27
GLM 5.3 (Max)
智谱 ZAI · MIT
3.77%±1.08% 12.78%±2.20% 4.83%±3.64% 1.24%±2.46% 1.42%±1.07% 1.08%±0.17% 22.6K
21 21
18 - 27
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.46%±0.78% 7.90%±1.84% 2.02%±2.55% 1.80%±1.58% 4.53%±0.64% 1.08%±0.17% 45.9K
22 22
18 - 28
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.30%±1.17% 3.25%±2.97% 0.74%±3.76% 9.77%±2.44% 9.63%±1.27% 1.08%±0.17% 15.3K
23 23
15 - 32
Claude Opus 4.8
Anthropic · Proprietary
2.72%±2.36% 7.47%±2.87% 11.79%±4.78% 10.52%±2.76% 11.10%±1.80% 27.28%±9.45% 33.7K
24 24
19 - 28
Claude Sonnet 4.6
Anthropic · Proprietary
2.21%±1.25% 1.09%±2.79% 0.94%±3.69% 0.34%±2.46% 10.55%±2.35% 0.98%±0.21% 37.0K
25 25
18 - 32
Kimi K2.7 Code
月之暗面 · Modified MIT
2.03%±2.18% 3.56%±4.66% 1.26%±7.24% 6.07%±5.09% 1.82%±2.63% 1.08%±0.17% 11.1K
26 26
19 - 34
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
1.67%±1.96% 8.47%±4.38% 1.01%±6.39% 0.47%±4.71% 0.76%±1.65% 0.12%±0.43% 6.7K
27 27
19 - 31
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.60%±1.10% 7.06%±2.70% 6.19%±3.35% 4.34%±2.36% 10.42%±1.29% 1.07%±0.17% 18.4K
28 28
21 - 30
Gemini 3.7 Flash (High)
Google · Proprietary
1.57%±0.88% 9.97%±2.07% 2.04%±2.78% 3.59%±1.91% 2.47%±0.98% 1.01%±0.17% 24.1K
29 29
19 - 34
Kimi K2.6
月之暗面 · Modified MIT
1.09%±2.37% 1.84%±4.90% 4.21%±7.60% 9.28%±5.26% 7.30%±4.82% 1.08%±0.17% 11.3K
30 30
25 - 33
Muse Spark 1.1
Meta · Proprietary
0.10%±0.61% 6.18%±1.45% 7.15%±1.77% 6.24%±1.31% 5.67%±1.05% 1.05%±0.17% 80.5K
31 31
24 - 34
DeepSeek V4 Pro
DeepSeek · MIT
0.18%±0.91% 2.58%±2.31% 2.23%±2.90% 1.06%±1.79% 4.71%±0.95% 0.26%±0.25% 30.5K
32 32
24 - 36
Hy3
腾讯 · Apache 2.0
0.42%±1.30% 1.68%±2.82% 0.79%±4.24% 0.78%±2.64% 1.02%±2.13% 1.44%±0.61% 21.3K
33 33
26 - 34
GLM 5.1
智谱 ZAI · MIT
0.42%±0.81% 0.88%±1.79% 0.11%±2.40% 0.21%±1.58% 2.27%±1.64% 0.84%±0.48% 71.9K
34 34
28 - 37
Qwen3.7 Max
阿里巴巴 · Proprietary
1.08%±0.89% 2.67%±2.24% 5.47%±2.69% 2.43%±1.62% 4.60%±1.62% 0.56%±0.24% 33.3K
35 35
29 - 41
Qwen3.7 Plus
阿里巴巴 · Proprietary
2.07%±1.33% 3.33%±3.38% 9.66%±3.89% 2.48%±2.86% 5.01%±2.11% 0.13%±0.35% 17.4K
36 36
32 - 40
Gemini 3.5 Flash (High)
Google · Proprietary
2.22%±0.68% 0.29%±1.55% 0.91%±2.01% 6.67%±1.32% 3.36%±1.30% 0.12%±0.20% 94.4K
37 37
32 - 40
Gemini 3.1 Pro Preview
Google · Proprietary
2.41%±0.74% 0.24%±1.63% 2.85%±2.18% 2.84%±1.35% 13.14%±1.49% 0.83%±0.27% 81.9K
38 38
33 - 42
Mimo V2.5 Pro
小米 · MIT
2.79%±0.91% 3.50%±2.25% 8.15%±2.71% 2.67%±1.74% 0.41%±1.49% 0.02%±0.32% 34.1K
39 39
34 - 42
Minimax M3
MiniMax · MiniMax Community License
3.10%±0.87% 6.61%±2.29% 9.60%±2.60% 5.61%±1.75% 5.69%±0.84% 0.63%±0.27% 33.6K
40 40
34 - 42
Gemini 3.6 Flash (High)
Google · Proprietary
3.22%±1.22% 3.04%±3.03% 5.03%±3.76% 4.34%±2.45% 4.73%±1.66% 1.04%±0.17% 15.0K
41 41
34 - 42
Gemini 3.5 Flash (Medium)
Google · Proprietary
3.48%±1.40% 8.78%±3.46% 6.12%±4.01% 1.22%±2.83% 1.84%±2.39% 0.53%±0.51% 13.7K
42 42
36 - 44
Mistral Medium 3.5
Mistral · Modified MIT
5.22%±1.85% 11.91%±4.41% 12.18%±5.09% 2.73%±4.19% 2.11%±2.92% 2.64%±1.80% 6.4K
43 43
37 - 44
Inkling Small
Thinky · Apache 2.0
5.42%±1.85% 17.40%±5.09% 16.12%±5.27% 5.25%±4.74% 11.49%±1.64% 0.19%±0.56% 8.8K
44 44
41 - 44
Inkling
Thinky · Apache 2.0
6.74%±0.99% 12.48%±2.84% 18.46%±2.78% 10.59%±2.27% 7.23%±1.07% 0.59%±0.21% 37.8K
45 45
41 - 50
Solar Pro 4
Upstage · Proprietary
8.79%±2.64% 6.24%±6.11% 15.29%±7.42% 8.52%±6.22% 12.92%±4.38% 0.95%±2.33% 5.4K
46 46
44 - 50
Grok Build 0.1
SpaceXAI · Proprietary
9.44%±1.00% 5.97%±1.92% 11.07%±2.33% 5.36%±1.97% 25.47%±3.14% 0.68%±0.17% 74.4K
47 47
44 - 50
Grok 4.3 (High)
SpaceXAI · Proprietary
9.86%±0.92% 11.21%±1.89% 13.33%±2.02% 10.58%±1.49% 15.04%±3.13% 0.87%±0.17% 62.8K
48 48
44 - 50
Minimax M2.7
MiniMax · Modified MIT
10.16%±1.17% 12.91%±2.67% 15.66%±3.05% 4.86%±2.36% 18.27%±3.01% 0.92%±0.19% 33.7K
49 49
44 - 50
Gemini 3 Flash
Google · Proprietary
10.32%±0.88% 7.84%±1.64% 10.40%±1.88% 9.13%±1.39% 23.43%±2.57% 0.79%±1.82% 83.4K
50 50
44 - 50
Gemini 3.5 Flash Lite
Google · Proprietary
10.87%±1.33% 12.72%±3.14% 14.51%±3.17% 10.13%±2.81% 16.31%±3.13% 0.69%±1.04% 20.9K
51 51
44 - 50
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
12.67%±2.43% 15.58%±5.09% 14.23%±6.30% 7.56%±5.06% 26.33%±6.80% 0.35%±0.35% 12.3K
52 52
51 - 52
Grok 4.3
SpaceXAI · Proprietary
17.61%±1.36% 11.76%±1.72% 15.42%±1.86% 10.01%±1.39% 51.81%±6.03% 0.96%±0.17% 82.7K
53 53
51 - 52
Gemma 4 31B
Google · Apache 2.0
20.61%±2.82% 1.49%±1.89% 3.63%±2.61% 9.28%±1.97% 58.11%±11.56% 30.54%±7.13% 56.7K
🔍

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