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 - 9
Claude Fable 5 (High)
Anthropic · Proprietary
12.04%±2.54% 10.77%±4.82% 25.38%±8.93% 9.17%±5.13% 13.72%±3.63% 1.18%±0.17% 24.4K
🥈 2
1 - 6
Claude Opus 5 (High)
Anthropic · Proprietary
11.96%±1.44% 15.21%±3.01% 19.56%±5.27% 10.36%±2.77% 13.60%±0.78% 1.09%±0.18% 19.6K
🥉 3
1 - 6
Claude Opus 5 (Max)
Anthropic · Proprietary
11.92%±1.70% 18.13%±3.13% 19.59%±6.25% 6.68%±3.35% 14.08%±0.87% 1.14%±0.17% 15.4K
4 4
1 - 10
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
10.72%±1.79% 9.82%±3.65% 23.28%±6.64% 8.88%±3.65% 10.48%±1.24% 1.18%±0.17% 18.1K
5 5
1 - 9
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.43%±1.04% 15.32%±2.05% 20.17%±3.75% 7.54%±1.90% 7.92%±0.82% 1.18%±0.17% 28.2K
6 6
1 - 12
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.54%±1.76% 9.11%±3.08% 22.28%±5.65% 8.11%±3.27% 9.11%±2.78% 0.91%±2.55% 35.1K
7 7
3 - 12
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.70%±1.01% 4.88%±2.16% 14.15%±3.57% 8.95%±1.88% 14.37%±1.20% 1.17%±0.17% 47.4K
8 8
3 - 15
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.17%±1.42% 6.68%±2.91% 12.49%±4.78% 7.89%±2.87% 12.74%±2.01% 1.07%±0.19% 36.1K
9 9
6 - 15
GPT 5.5 (High)
OpenAI · Proprietary
7.63%±0.95% 3.94%±2.02% 11.44%±3.37% 8.68%±1.75% 12.94%±0.95% 1.18%±0.17% 72.7K
10 10
5 - 15
Claude Opus 4.7
Anthropic · Proprietary
7.63%±1.43% 5.46%±3.04% 11.35%±4.65% 10.31%±2.82% 9.93%±2.24% 1.12%±0.18% 36.7K
11 11
3 - 17
Claude Sonnet 5 (High)
Anthropic · Proprietary
7.37%±2.26% 3.97%±4.63% 15.30%±7.87% 5.72%±4.79% 10.81%±1.76% 1.02%±0.18% 25.7K
12 12
6 - 17
Claude Opus 4.6
Anthropic · Proprietary
6.70%±1.37% 5.04%±2.95% 8.02%±4.47% 8.15%±2.68% 11.10%±1.81% 1.18%±0.17% 35.8K
13 13
8 - 17
GLM 5.2 (Max)
智谱 ZAI · MIT
6.67%±0.89% 8.43%±1.87% 11.78%±3.15% 6.11%±1.57% 5.85%±1.10% 1.18%±0.17% 52.8K
14 14
8 - 17
GPT 5.5
OpenAI · Proprietary
6.23%±0.90% 3.71%±1.95% 7.80%±3.10% 7.02%±1.68% 11.46%±0.99% 1.18%±0.17% 73.8K
15 15
8 - 20
Grok 4.5
SpaceXAI · Proprietary
5.73%±1.20% 5.92%±2.70% 4.37%±4.24% 6.43%±2.33% 10.78%±1.25% 1.18%±0.17% 29.5K
16 16
11 - 21
GPT 5.4 (High)
OpenAI · Proprietary
4.99%±0.93% 4.71%±2.03% 3.61%±3.14% 6.22%±1.77% 9.22%±1.29% 1.18%±0.17% 73.1K
17 17
11 - 22
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
4.29%±1.87% 0.93%±4.22% 8.25%±6.45% 1.66%±3.80% 11.30%±1.42% 1.18%±0.17% 8.7K
18 18
15 - 22
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.93%±0.83% 9.14%±1.96% 2.39%±2.74% 2.83%±1.63% 4.14%±0.71% 1.17%±0.17% 33.1K
19 19
15 - 22
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.43%±1.25% 1.26%±3.02% 2.94%±4.20% 5.06%±2.44% 9.26%±1.16% 1.18%±0.17% 13.8K
20 20
16 - 24
Claude Sonnet 4.6
Anthropic · Proprietary
2.99%±1.38% 0.20%±3.12% 0.94%±4.12% 2.21%±2.66% 10.94%±2.65% 1.06%±0.22% 36.7K
21 21
15 - 29
Claude Opus 4.8
Anthropic · Proprietary
2.50%±2.52% 8.66%±3.13% 13.79%±5.34% 8.21%±3.14% 10.50%±2.25% 28.64%±9.74% 33.2K
22 22
20 - 27
Muse Spark 1.1
Meta · Proprietary
1.09%±0.60% 6.72%±1.40% 4.99%±1.78% 3.16%±1.14% 5.74%±1.19% 1.14%±0.17% 70.8K
23 23
17 - 31
Kimi K2.7 Code
月之暗面 · Modified MIT
1.03%±2.11% 4.62%±4.45% 2.95%±7.20% 2.04%±4.74% 1.58%±2.58% 1.18%±0.17% 11.0K
24 24
21 - 30
GLM 5.1
智谱 ZAI · MIT
0.53%±0.80% 1.71%±1.80% 0.97%±2.54% 1.46%±1.45% 0.97%±1.43% 0.51%±0.36% 71.1K
25 25
21 - 31
Qwen3.7 Max
阿里巴巴 · Proprietary
0.01%±0.85% 0.15%±2.10% 4.90%±2.63% 0.20%±1.51% 4.67%±1.38% 0.53%±0.26% 30.1K
26 26
21 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.07%±0.86% 2.24%±2.19% 3.05%±2.75% 0.63%±1.58% 3.98%±0.98% 0.33%±0.27% 29.9K
27 27
22 - 31
Gemini 3.5 Flash (High)
Google · Proprietary
0.43%±0.62% 0.49%±1.47% 0.35%±1.93% 0.68%±1.11% 1.89%±0.99% 0.28%±0.21% 93.4K
28 28
22 - 31
Gemini 3.1 Pro Preview
Google · Proprietary
0.58%±0.73% 1.41%±1.66% 3.25%±2.28% 3.12%±1.26% 11.58%±1.40% 0.91%±0.28% 81.1K
29 29
20 - 36
Kimi K2.6
月之暗面 · Modified MIT
0.63%±2.27% 0.71%±4.58% 1.79%±7.18% 1.04%±4.81% 5.80%±4.36% 1.18%±0.17% 11.1K
30 30
23 - 36
Hy3
腾讯 · Apache 2.0
1.30%±1.28% 2.41%±2.82% 2.27%±4.43% 8.52%±2.39% 3.49%±1.61% 1.32%±0.72% 17.7K
31 31
24 - 36
Qwen3.7 Plus
阿里巴巴 · Proprietary
1.81%±1.35% 0.96%±3.42% 9.27%±4.06% 4.90%±2.77% 5.89%±1.83% 0.19%±0.37% 16.6K
32 32
29 - 36
Mimo V2.5 Pro
小米 · MIT
2.21%±0.88% 3.22%±2.19% 7.10%±2.72% 2.37%±1.62% 1.70%±1.38% 0.07%±0.34% 30.8K
33 33
29 - 36
DeepSeek V4 Flash
DeepSeek · MIT
2.33%±0.90% 2.24%±2.42% 9.36%±2.72% 1.21%±1.68% 2.50%±1.01% 1.33%±0.40% 23.6K
34 34
29 - 36
Minimax M3
MiniMax · MiniMax Community License
2.52%±0.84% 5.76%±2.19% 8.17%±2.60% 4.81%±1.59% 5.52%±0.83% 0.64%±0.32% 30.5K
35 35
29 - 36
gemini-3.6-flash
Google · Proprietary
2.75%±1.22% 0.78%±3.00% 5.56%±3.77% 4.95%±2.44% 3.59%±1.63% 1.14%±0.18% 11.8K
36 36
29 - 37
Gemini 3.5 Flash (Medium)
Google · Proprietary
3.64%±1.43% 8.19%±3.62% 5.94%±4.27% 3.91%±2.84% 0.60%±2.24% 0.44%±0.69% 12.8K
37 37
37 - 39
Inkling
Thinky · Apache 2.0
6.71%±0.91% 12.50%±2.56% 16.18%±2.61% 11.81%±1.82% 6.39%±1.06% 0.52%±0.27% 35.3K
38 38
36 - 42
Mistral Medium 3.5
Mistral · Modified MIT
6.93%±2.00% 9.41%±4.64% 9.83%±5.76% 11.23%±4.08% 1.23%±3.23% 2.95%±2.22% 5.6K
39 39
37 - 42
Grok 4.3 (High)
SpaceXAI · Proprietary
8.47%±0.86% 9.62%±1.83% 13.68%±1.95% 7.04%±1.32% 13.04%±2.85% 1.04%±0.17% 61.9K
40 40
38 - 42
Gemini 3 Flash
Google · Proprietary
8.59%±0.78% 7.49%±1.68% 10.67%±1.90% 3.90%±1.25% 21.08%±2.34% 0.19%±0.66% 82.5K
41 41
38 - 43
Grok Build 0.1
SpaceXAI · Proprietary
9.04%±0.92% 5.63%±1.89% 11.02%±2.29% 8.75%±1.61% 20.71%±2.78% 0.91%±0.17% 73.4K
42 42
38 - 44
gemini-3.5-flash-lite
Google · Proprietary
10.21%±1.33% 13.86%±3.35% 13.97%±3.42% 9.88%±2.58% 12.97%±2.91% 0.39%±0.56% 10.8K
43 43
42 - 45
Minimax M2.7
MiniMax · Modified MIT
11.13%±1.07% 11.30%±2.48% 15.12%±2.88% 13.47%±1.94% 16.71%±2.83% 0.98%±0.22% 30.7K
44 44
41 - 46
Solar Pro 4
Upstage · Proprietary
12.10%±2.15% 7.28%±5.74% 23.39%±5.20% 13.59%±4.08% 16.50%±5.38% 0.26%±0.66% 4.2K
45 45
43 - 47
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
14.56%±2.51% 15.84%±5.39% 14.08%±6.73% 19.68%±4.72% 23.68%±7.02% 0.47%±0.35% 11.9K
46 46
44 - 47
Grok 4.3
SpaceXAI · Proprietary
14.61%±1.21% 10.94%±1.74% 16.12%±1.83% 6.02%±1.26% 41.06%±5.23% 1.10%±0.17% 81.9K
47 47
45 - 47
Gemma 4 31B
Google · Apache 2.0
18.23%±2.66% 0.11%±2.04% 2.56%±2.97% 9.25%±1.97% 48.58%±10.09% 30.89%±7.60% 56.6K
🔍

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