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
12.10%±1.40% 16.42%±2.75% 21.37%±5.40% 9.08%±2.52% 12.53%±0.79% 1.09%±0.16% 19.1K
🥈 2
1 - 9
Claude Fable 5 (High)
Anthropic · Proprietary
11.69%±2.37% 11.24%±4.40% 23.14%±8.30% 10.21%±4.91% 12.71%±3.45% 1.17%±0.16% 24.1K
🥉 3
1 - 6
Claude Opus 5 (Max)
Anthropic · Proprietary
11.50%±1.66% 16.39%±3.12% 20.28%±6.32% 6.39%±3.11% 13.31%±0.90% 1.13%±0.16% 15.0K
4 4
1 - 9
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.18%±1.10% 15.49%±2.14% 19.71%±4.00% 7.50%±2.04% 7.04%±0.91% 1.17%±0.16% 24.6K
5 5
1 - 11
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
10.09%±1.69% 8.97%±3.44% 21.32%±6.29% 9.28%±3.36% 9.73%±1.21% 1.17%±0.16% 17.5K
6 6
1 - 12
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.21%±1.70% 8.25%±2.88% 21.18%±5.38% 9.04%±2.96% 8.91%±2.48% 1.35%±3.09% 34.8K
7 7
3 - 12
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.47%±0.99% 5.58%±2.05% 13.36%±3.57% 8.38%±1.79% 13.84%±1.18% 1.17%±0.16% 45.6K
8 8
3 - 13
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.17%±1.30% 6.32%±2.73% 11.26%±4.53% 9.28%±2.63% 12.96%±1.10% 1.04%±0.19% 35.8K
9 9
5 - 14
GPT 5.5 (High)
OpenAI · Proprietary
7.54%±0.93% 3.75%±1.94% 11.48%±3.33% 9.18%±1.65% 12.15%±1.00% 1.17%±0.16% 70.7K
10 10
3 - 17
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.50%±2.11% 6.61%±4.19% 14.00%±7.62% 5.67%±4.42% 10.21%±1.54% 1.01%±0.17% 25.1K
11 11
5 - 15
Claude Opus 4.7
Anthropic · Proprietary
7.26%±1.35% 5.37%±2.81% 10.96%±4.47% 9.34%±2.63% 9.49%±2.05% 1.12%±0.16% 36.4K
12 12
6 - 16
GLM 5.2 (Max)
智谱 ZAI · MIT
6.66%±0.92% 9.06%±1.85% 12.63%±3.31% 5.64%±1.62% 4.83%±1.13% 1.17%±0.16% 48.3K
13 13
8 - 19
Claude Opus 4.6
Anthropic · Proprietary
6.14%±1.33% 3.66%±2.80% 7.91%±4.29% 7.39%±2.55% 10.57%±1.98% 1.16%±0.16% 35.5K
14 14
9 - 20
Grok 4.5
SpaceXAI · Proprietary
5.56%±1.30% 4.22%±2.88% 6.06%±4.68% 4.97%±2.43% 11.36%±1.10% 1.17%±0.16% 26.7K
15 15
10 - 19
GPT 5.5
OpenAI · Proprietary
5.44%±0.87% 2.67%±1.88% 5.98%±2.98% 5.94%±1.59% 11.43%±0.94% 1.17%±0.16% 71.9K
16 16
12 - 20
GPT 5.4 (High)
OpenAI · Proprietary
4.74%±0.89% 4.63%±1.92% 2.82%±3.08% 5.78%±1.69% 9.29%±0.97% 1.17%±0.16% 71.1K
17 17
11 - 21
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
4.08%±1.76% 0.35%±3.94% 6.00%±6.28% 2.23%±3.60% 10.65%±1.37% 1.17%±0.16% 8.2K
18 18
13 - 22
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.51%±1.35% 1.44%±3.22% 3.87%±4.59% 4.64%±2.66% 9.33%±1.13% 1.17%±0.16% 11.7K
19 19
13 - 25
Claude Opus 4.8
Anthropic · Proprietary
3.09%±2.11% 8.55%±2.90% 13.54%±5.19% 7.97%±2.92% 9.25%±2.33% 23.85%±7.21% 32.9K
20 20
15 - 22
Claude Sonnet 4.6
Anthropic · Proprietary
2.99%±1.30% 0.21%±2.86% 0.72%±3.97% 2.62%±2.47% 10.36%±2.46% 1.06%±0.20% 36.3K
21 21
17 - 26
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
1.98%±1.43% 6.99%±3.24% 1.54%±4.79% 2.31%±3.30% 2.53%±1.22% 1.15%±0.16% 12.5K
22 22
20 - 29
Muse Spark 1.1
Meta · Proprietary
0.60%±0.65% 5.88%±1.47% 4.86%±1.91% 4.53%±1.23% 5.39%±1.40% 1.13%±0.16% 57.9K
23 23
18 - 34
Kimi K2.7 Code
月之暗面 · Modified MIT
0.30%±1.90% 4.32%±3.95% 2.09%±6.57% 3.26%±4.13% 2.83%±2.71% 1.17%±0.16% 10.7K
24 24
20 - 30
GLM 5.1
智谱 ZAI · MIT
0.30%±0.77% 1.19%±1.72% 0.19%±2.52% 0.83%±1.43% 0.59%±1.36% 0.25%±0.29% 67.7K
25 25
21 - 31
Qwen3.7 Max
阿里巴巴 · Proprietary
0.19%±0.89% 0.43%±2.16% 6.00%±2.77% 0.67%±1.60% 4.27%±1.46% 0.53%±0.26% 25.8K
26 26
22 - 31
Gemini 3.1 Pro Preview
Google · Proprietary
0.45%±0.71% 1.80%±1.56% 2.67%±2.27% 3.10%±1.24% 10.87%±1.32% 1.04%±0.20% 77.6K
27 27
22 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.47%±0.88% 2.88%±2.20% 4.26%±2.86% 0.61%±1.60% 3.83%±0.93% 0.35%±0.28% 26.4K
28 28
23 - 31
Gemini 3.5 Flash (High)
Google · Proprietary
0.75%±0.59% 0.25%±1.40% 1.31%±1.83% 1.03%±1.07% 1.78%±0.97% 0.12%±0.20% 86.7K
29 29
20 - 36
Kimi K2.6
月之暗面 · Modified MIT
0.84%±2.05% 2.67%±3.99% 0.62%±6.51% 2.87%±4.30% 5.79%±3.75% 1.17%±0.16% 10.8K
30 30
22 - 36
Hy3
腾讯 · Apache 2.0
1.40%±1.52% 2.71%±3.19% 4.05%±5.24% 9.48%±2.78% 1.82%±2.01% 0.67%±0.66% 13.4K
31 31
24 - 36
Qwen3.7 Plus
阿里巴巴 · Proprietary
1.82%±1.32% 0.53%±3.35% 10.35%±4.01% 4.07%±2.78% 5.85%±1.78% 0.01%±0.43% 15.4K
32 32
28 - 36
Minimax M3
MiniMax · MiniMax Community License
2.31%±0.86% 4.43%±2.23% 9.54%±2.71% 3.54%±1.69% 5.31%±0.85% 0.67%±0.31% 26.1K
33 33
28 - 36
Mimo V2.5 Pro
小米 · MIT
2.44%±0.94% 4.11%±2.27% 7.18%±2.95% 2.35%±1.74% 1.47%±1.38% 0.02%±0.35% 26.4K
34 34
29 - 36
DeepSeek V4 Flash
DeepSeek · MIT
2.81%±0.89% 3.58%±2.37% 9.92%±2.72% 2.23%±1.68% 2.85%±0.96% 1.17%±0.39% 23.3K
35 35
28 - 36
gemini-3.6-flash
Google · Proprietary
3.01%±1.53% 1.63%±3.66% 5.19%±4.77% 6.70%±3.19% 2.69%±1.83% 1.17%±0.16% 7.6K
36 36
29 - 37
Gemini 3.5 Flash (Medium)
Google · Proprietary
4.39%±1.54% 10.48%±3.78% 4.66%±4.69% 6.47%±2.98% 0.97%±2.46% 0.60%±0.53% 11.4K
37 37
36 - 38
Inkling
Thinky · Apache 2.0
6.37%±0.90% 9.72%±2.48% 16.41%±2.63% 12.20%±1.80% 6.00%±1.11% 0.50%±0.23% 30.9K
38 38
37 - 41
Grok 4.3 (High)
SpaceXAI · Proprietary
8.07%±0.83% 8.97%±1.74% 13.53%±1.98% 6.50%±1.27% 12.36%±2.66% 0.99%±0.16% 58.2K
39 39
38 - 41
Grok Build 0.1
SpaceXAI · Proprietary
8.39%±0.87% 4.65%±1.80% 10.71%±2.36% 10.14%±1.54% 17.28%±2.42% 0.82%±0.16% 69.6K
40 40
38 - 41
Gemini 3 Flash
Google · Proprietary
8.83%±0.77% 8.05%±1.62% 11.11%±1.89% 4.71%±1.22% 20.16%±2.23% 0.14%±0.86% 78.8K
41 41
38 - 42
gemini-3.5-flash-lite
Google · Proprietary
9.91%±1.60% 14.53%±3.86% 12.25%±4.37% 10.53%±3.16% 11.80%±3.22% 0.45%±0.69% 7.5K
42 42
41 - 43
Minimax M2.7
MiniMax · Modified MIT
11.55%±1.12% 13.56%±2.56% 16.13%±3.03% 13.76%±2.05% 15.26%±2.92% 0.99%±0.20% 26.2K
43 43
42 - 45
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
13.96%±2.36% 16.07%±5.21% 14.57%±6.75% 20.33%±4.80% 19.03%±5.81% 0.22%±0.44% 11.4K
44 44
43 - 45
Grok 4.3
SpaceXAI · Proprietary
14.44%±1.09% 11.76%±1.67% 16.24%±1.87% 6.62%±1.23% 38.63%±4.57% 1.06%±0.16% 78.2K
45 45
43 - 45
Gemma 4 31B
Google · Apache 2.0
17.22%±2.25% 0.72%±1.90% 3.49%±2.80% 8.68%±1.74% 42.22%±7.84% 30.99%±7.19% 56.2K
🔍

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