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
12.47%±1.54% 15.41%±3.16% 20.52%±5.59% 11.15%±2.98% 14.23%±0.81% 1.04%±0.17% 19.8K
🥈 2
1 - 6
Claude Opus 5 (Max)
Anthropic · Proprietary
12.00%±1.80% 18.52%±3.24% 19.13%±6.56% 6.65%±3.66% 14.61%±0.90% 1.10%±0.17% 15.6K
🥉 3
1 - 6
Claude Fable 5 (High)
Anthropic · Proprietary
11.57%±1.70% 12.44%±3.24% 21.37%±5.95% 8.99%±3.55% 13.90%±2.45% 1.13%±0.16% 31.7K
4 4
1 - 6
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.41%±0.62% 17.97%±1.23% 18.31%±2.23% 5.96%±1.13% 8.66%±0.54% 1.14%±0.16% 83.3K
5 5
1 - 11
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
9.74%±1.39% 10.00%±2.87% 22.20%±5.11% 5.77%±2.88% 9.60%±1.03% 1.14%±0.16% 26.3K
6 6
1 - 11
Claude Opus 4.8 (High)
Anthropic · Proprietary
9.55%±1.51% 8.26%±2.70% 21.65%±4.97% 9.01%±2.86% 9.22%±2.46% 0.40%±1.58% 35.2K
7 7
5 - 12
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.51%±0.93% 4.42%±1.96% 13.46%±3.23% 8.86%±1.76% 14.67%±1.20% 1.13%±0.16% 47.8K
8 8
5 - 16
Claude Opus 4.7 (High)
Anthropic · Proprietary
8.12%±1.24% 5.62%±2.53% 12.36%±4.17% 8.44%±2.47% 13.16%±1.76% 1.02%±0.19% 36.2K
9 9
5 - 16
GPT 5.5 (High)
OpenAI · Proprietary
7.74%±0.84% 4.09%±1.74% 11.26%±2.94% 9.12%±1.56% 13.09%±0.93% 1.14%±0.16% 73.1K
10 10
5 - 17
Claude Opus 4.7
Anthropic · Proprietary
7.40%±1.25% 4.99%±2.59% 11.51%±4.09% 9.32%±2.45% 10.10%±1.98% 1.08%±0.17% 36.7K
11 11
5 - 21
Claude Sonnet 5 (High)
Anthropic · Proprietary
6.62%±2.19% 1.51%±4.60% 14.80%±7.61% 4.63%±4.65% 11.14%±1.73% 1.00%±0.17% 25.8K
12 12
7 - 19
Claude Opus 4.6
Anthropic · Proprietary
6.60%±1.20% 4.85%±2.53% 8.49%±3.90% 7.47%±2.33% 11.03%±1.80% 1.14%±0.16% 35.9K
13 13
8 - 19
GPT 5.5
OpenAI · Proprietary
6.38%±0.80% 3.34%±1.69% 7.80%±2.72% 7.93%±1.51% 11.70%±0.93% 1.14%±0.16% 74.2K
14 14
8 - 19
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
6.26%±1.28% 13.06%±2.65% 3.82%±4.37% 2.35%±2.83% 10.94%±0.92% 1.14%±0.16% 13.4K
15 15
8 - 19
Qwen3.8 Max
阿里巴巴 · Proprietary
6.20%±1.36% 11.62%±3.03% 6.81%±4.79% 4.00%±2.67% 8.39%±1.13% 0.18%±0.33% 11.8K
16 16
8 - 19
Grok 4.5
SpaceXAI · Proprietary
6.17%±1.16% 5.47%±2.57% 5.62%±4.11% 7.17%±2.19% 11.45%±1.14% 1.14%±0.16% 30.9K
17 17
10 - 19
GLM 5.2 (Max)
智谱 ZAI · MIT
5.82%±0.87% 7.24%±1.87% 9.42%±2.99% 5.22%±1.53% 6.09%±1.11% 1.14%±0.16% 54.7K
18 18
11 - 23
GPT 5.4 (High)
OpenAI · Proprietary
4.98%±0.80% 4.62%±1.76% 3.08%±2.67% 6.55%±1.58% 9.52%±1.06% 1.14%±0.16% 73.5K
19 19
11 - 25
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
4.04%±1.87% 1.88%±4.26% 7.78%±6.41% 1.72%±3.79% 11.43%±1.47% 1.14%±0.16% 8.8K
20 20
17 - 24
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.99%±0.79% 8.09%±1.89% 2.15%±2.64% 3.45%±1.50% 5.11%±0.64% 1.14%±0.16% 42.6K
21 21
18 - 25
Gemini 3.7 Flash (High)
Google · Proprietary
3.32%±1.02% 9.96%±2.43% 0.04%±3.35% 2.65%±2.05% 2.93%±1.14% 1.10%±0.17% 18.1K
22 22
18 - 25
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.19%±1.19% 1.83%±2.92% 1.77%±3.95% 5.02%±2.39% 9.87%±1.23% 1.14%±0.16% 14.6K
23 23
19 - 25
Claude Sonnet 4.6
Anthropic · Proprietary
2.88%±1.19% 0.65%±2.67% 0.99%±3.58% 1.81%±2.30% 11.21%±2.26% 1.04%±0.20% 36.8K
24 24
17 - 29
Claude Opus 4.8
Anthropic · Proprietary
2.51%±2.25% 7.78%±2.77% 13.68%±4.78% 8.05%±2.79% 10.37%±1.94% 27.34%±8.77% 33.2K
25 25
20 - 29
Muse Spark 1.2 (xHigh)
Meta · Proprietary
2.06%±1.14% 6.02%±2.87% 5.72%±3.62% 2.51%±2.23% 11.40%±1.27% 1.13%±0.16% 17.0K
26 26
24 - 29
Muse Spark 1.1
Meta · Proprietary
0.93%±0.61% 6.58%±1.43% 5.57%±1.82% 3.39%±1.16% 5.92%±1.12% 1.11%±0.16% 76.2K
27 27
20 - 35
Kimi K2.7 Code
月之暗面 · Modified MIT
0.43%±2.07% 3.72%±4.42% 1.53%±6.94% 2.59%±4.69% 1.63%±2.61% 1.14%±0.16% 11.1K
28 28
24 - 32
DeepSeek V4 Pro
DeepSeek · MIT
0.05%±0.88% 2.66%±2.21% 2.39%±2.82% 0.15%±1.66% 4.84%±0.94% 0.32%±0.25% 30.3K
29 29
24 - 32
GLM 5.1
智谱 ZAI · MIT
0.00%±0.75% 0.93%±1.69% 0.28%±2.27% 0.97%±1.40% 1.05%±1.41% 0.59%±0.45% 71.6K
30 30
26 - 34
Gemini 3.5 Flash (High)
Google · Proprietary
0.68%±0.61% 0.11%±1.41% 0.64%±1.88% 0.50%±1.12% 2.48%±1.11% 0.12%±0.20% 94.1K
31 31
26 - 35
Qwen3.7 Max
阿里巴巴 · Proprietary
0.75%±0.85% 2.66%±2.19% 6.19%±2.55% 0.35%±1.51% 4.83%±1.54% 0.60%±0.23% 31.9K
32 32
26 - 35
Gemini 3.1 Pro Preview
Google · Proprietary
0.88%±0.68% 0.81%±1.52% 2.91%±2.08% 3.18%±1.20% 12.20%±1.34% 0.90%±0.26% 81.6K
33 33
24 - 38
Kimi K2.6
月之暗面 · Modified MIT
1.10%±2.23% 1.52%±4.63% 1.52%±7.01% 0.62%±4.77% 6.03%±4.46% 1.14%±0.16% 11.2K
34 34
29 - 38
Mimo V2.5 Pro
小米 · MIT
2.25%±0.88% 3.33%±2.20% 7.79%±2.69% 1.73%±1.61% 1.54%±1.44% 0.05%±0.31% 32.7K
35 35
28 - 38
Hy3
腾讯 · Apache 2.0
2.38%±1.24% 1.87%±2.86% 2.12%±4.15% 8.99%±2.37% 2.32%±1.99% 1.25%±0.61% 19.7K
36 36
28 - 38
Qwen3.7 Plus
阿里巴巴 · Proprietary
2.51%±1.28% 2.95%±3.34% 10.27%±3.81% 5.56%±2.66% 6.13%±1.71% 0.13%±0.36% 17.1K
37 37
32 - 38
Gemini 3.6 Flash (High)
Google · Proprietary
3.04%±1.23% 3.45%±3.09% 5.12%±3.81% 3.44%±2.34% 4.31%±1.67% 1.11%±0.17% 13.6K
38 38
32 - 38
Minimax M3
MiniMax · MiniMax Community License
3.15%±0.83% 6.64%±2.23% 9.34%±2.53% 6.16%±1.56% 5.76%±0.85% 0.65%±0.29% 32.3K
39 39
32 - 39
Gemini 3.5 Flash (Medium)
Google · Proprietary
3.86%±1.40% 8.70%±3.48% 6.43%±4.03% 3.23%±2.69% 1.48%±2.47% 0.54%±0.55% 13.4K
40 40
38 - 44
Inkling Small
Thinky · Apache 2.0
6.82%±1.75% 17.56%±4.91% 14.84%±5.32% 12.81%±4.02% 10.73%±1.64% 0.36%±0.48% 8.5K
41 41
39 - 41
Inkling
Thinky · Apache 2.0
7.19%±0.93% 12.21%±2.68% 17.85%±2.63% 13.69%±1.96% 7.23%±1.05% 0.57%±0.22% 36.7K
42 42
39 - 45
Mistral Medium 3.5
Mistral · Modified MIT
7.60%±1.88% 11.54%±4.51% 11.27%±5.36% 11.20%±3.86% 1.72%±3.07% 2.29%±1.69% 6.0K
43 43
40 - 46
Grok 4.3 (High)
SpaceXAI · Proprietary
9.02%±0.84% 10.45%±1.76% 13.93%±1.84% 7.35%±1.28% 14.27%±2.87% 0.90%±0.17% 62.4K
44 44
40 - 46
Gemini 3 Flash
Google · Proprietary
9.13%±0.82% 7.66%±1.53% 10.75%±1.75% 3.77%±1.20% 22.93%±2.43% 0.55%±1.66% 83.0K
45 45
41 - 46
Grok Build 0.1
SpaceXAI · Proprietary
9.48%±0.90% 5.58%±1.77% 10.92%±2.20% 9.21%±1.60% 22.37%±2.78% 0.69%±0.17% 74.0K
46 46
40 - 48
Solar Pro 4
Upstage · Proprietary
10.82%±2.39% 7.14%±5.80% 17.18%±6.53% 16.03%±4.85% 12.78%±4.40% 0.97%±2.93% 5.2K
47 47
42 - 47
Gemini 3.5 Flash Lite
Google · Proprietary
10.82%±1.23% 12.76%±2.99% 14.11%±3.08% 11.20%±2.34% 15.86%±2.90% 0.17%±0.43% 20.5K
48 48
45 - 47
Minimax M2.7
MiniMax · Modified MIT
11.86%±1.09% 12.25%±2.57% 16.44%±2.84% 14.31%±2.00% 17.27%±2.93% 0.95%±0.20% 32.5K
49 49
47 - 50
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
15.36%±2.34% 15.26%±4.99% 15.46%±6.09% 20.47%±4.37% 25.88%±6.87% 0.28%±0.41% 12.1K
50 50
48 - 50
Grok 4.3
SpaceXAI · Proprietary
16.45%±1.22% 11.33%±1.60% 15.99%±1.70% 5.70%±1.19% 50.25%±5.43% 1.00%±0.17% 82.4K
51 51
48 - 50
Gemma 4 31B
Google · Apache 2.0
19.82%±2.57% 1.30%±1.80% 3.54%±2.55% 8.37%±1.75% 54.09%±10.17% 31.78%±7.04% 56.6K
🔍

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