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 Fable 5 (High)
Anthropic · Proprietary
12.60%±2.17% 9.93%±4.20% 24.48%±7.77% 13.05%±4.47% 14.17%±1.21% 1.35%±0.19% 23.8K
🥈 2
1 - 9
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
10.11%±1.63% 8.49%±3.29% 21.94%±6.12% 9.20%±3.10% 9.55%±1.18% 1.35%±0.19% 16.9K
🥉 3
1 - 9
Kimi K3 (Max)
月之暗面 · Kimi K3 license
9.75%±1.17% 14.83%±2.42% 16.22%±4.17% 9.17%±2.18% 7.18%±1.05% 1.35%±0.19% 19.2K
4 4
1 - 10
Claude Opus 4.8 (Thinking)
Anthropic · Proprietary
9.50%±1.63% 8.74%±2.74% 21.04%±5.24% 9.80%±2.73% 9.32%±2.23% 1.39%±3.28% 34.5K
5 5
1 - 12
Claude Sonnet 5 (High)
Anthropic · Proprietary
8.61%±2.00% 8.05%±3.95% 16.08%±7.49% 6.62%±4.05% 11.09%±0.97% 1.21%±0.20% 24.6K
6 6
2 - 11
GPT 5.5 (xHigh)
OpenAI · Proprietary
8.61%±0.94% 5.98%±1.91% 12.97%±3.37% 8.23%±1.72% 14.51%±1.18% 1.35%±0.19% 43.0K
7 7
2 - 11
Claude Opus 4.7 (Thinking)
Anthropic · Proprietary
8.14%±1.26% 5.84%±2.65% 11.04%±4.37% 9.71%±2.46% 12.90%±1.12% 1.23%±0.21% 35.5K
8 8
2 - 11
GPT 5.5 (High)
OpenAI · Proprietary
7.83%±0.87% 5.68%±1.73% 10.81%±3.08% 8.93%±1.52% 12.38%±1.05% 1.35%±0.19% 68.2K
9 9
2 - 14
Claude Opus 4.7
Anthropic · Proprietary
7.37%±1.30% 4.56%±2.71% 12.33%±4.44% 8.63%±2.46% 10.04%±1.92% 1.29%±0.20% 36.0K
10 10
4 - 14
GLM 5.2 (Max)
智谱 ZAI · MIT
7.12%±0.95% 9.07%±1.93% 13.85%±3.43% 5.86%±1.69% 5.46%±1.09% 1.35%±0.19% 42.9K
11 11
5 - 16
Claude Opus 4.6
Anthropic · Proprietary
6.49%±1.31% 3.22%±2.72% 10.19%±4.31% 7.20%±2.39% 10.50%±2.01% 1.35%±0.19% 35.2K
12 12
9 - 17
GPT 5.5
OpenAI · Proprietary
5.77%±0.82% 3.93%±1.70% 6.33%±2.85% 6.07%±1.46% 11.19%±1.04% 1.35%±0.19% 69.2K
13 13
8 - 18
Grok 4.5
SpaceXAI · Proprietary
5.47%±1.34% 3.82%±2.96% 6.02%±4.72% 5.11%±2.53% 11.04%±1.28% 1.35%±0.19% 24.0K
14 14
9 - 17
GPT 5.4 (High)
OpenAI · Proprietary
5.38%±0.83% 5.05%±1.77% 3.87%±2.92% 6.71%±1.57% 9.91%±0.89% 1.35%±0.19% 68.5K
15 15
11 - 18
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.96%±1.51% 0.66%±3.51% 4.66%±5.14% 3.69%±2.96% 9.46%±1.42% 1.35%±0.19% 9.2K
16 16
11 - 20
Claude Opus 4.8
Anthropic · Proprietary
3.53%±1.89% 8.06%±2.81% 12.64%±5.00% 8.28%±2.75% 9.49%±2.10% 20.83%±6.04% 32.5K
17 17
12 - 20
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
3.28%±1.74% 0.65%±3.97% 4.18%±6.06% 0.45%±3.46% 11.08%±1.28% 1.35%±0.19% 7.8K
18 18
14 - 20
Claude Sonnet 4.6
Anthropic · Proprietary
3.14%±1.19% 0.15%±2.74% 0.89%±3.87% 1.91%±2.32% 11.77%±1.49% 1.26%±0.22% 35.9K
19 19
19 - 27
Muse Spark 1.1
Meta · Proprietary
0.81%±0.72% 5.55%±1.68% 4.44%±2.22% 4.61%±1.39% 6.24%±1.27% 1.33%±0.19% 42.2K
20 20
19 - 27
GLM 5.1
智谱 ZAI · MIT
0.72%±0.79% 1.47%±1.75% 0.88%±2.61% 0.26%±1.45% 0.90%±1.30% 0.62%±0.33% 62.3K
21 21
16 - 29
Kimi K2.7 Code
月之暗面 · Modified MIT
0.38%±1.80% 4.36%±3.62% 3.28%±6.37% 3.89%±3.60% 3.22%±2.88% 1.35%±0.19% 10.3K
22 22
19 - 29
Qwen3.7 Max
阿里巴巴 · Proprietary
0.17%±0.97% 1.17%±2.37% 5.36%±3.08% 0.34%±1.76% 5.19%±1.61% 0.84%±0.27% 20.6K
23 23
19 - 29
Gemini 3.1 Pro Preview
Google · Proprietary
0.31%±0.70% 2.67%±1.53% 1.52%±2.21% 2.45%±1.22% 9.49%±1.28% 1.29%±0.20% 72.2K
24 24
16 - 32
gemini-3.6-flash
Google · Proprietary
0.61%±2.95% 0.07%±7.00% 2.85%±9.61% 1.71%±6.66% 0.22%±3.20% 1.35%±0.19% 2.2K
25 25
19 - 31
DeepSeek V4 Pro
DeepSeek · MIT
0.72%±0.95% 4.01%±2.43% 5.05%±3.06% 0.45%±1.75% 5.15%±0.98% 0.78%±0.25% 21.1K
26 26
21 - 31
Gemini 3.5 Flash (High)
Google · Proprietary
0.94%±0.84% 3.41%±1.85% 3.58%±2.48% 0.80%±1.50% 1.92%±1.81% 1.81%±0.44% 46.0K
27 27
19 - 32
Kimi K2.6
月之暗面 · Modified MIT
1.00%±1.92% 2.91%±3.65% 1.26%±6.11% 4.42%±3.72% 6.08%±3.90% 1.35%±0.19% 10.4K
28 28
19 - 32
Hy3
腾讯 · Apache 2.0
1.08%±1.92% 2.28%±4.08% 3.41%±6.70% 8.16%±3.52% 1.34%±2.72% 0.30%±0.55% 8.1K
29 29
21 - 32
Qwen3.7 Plus
阿里巴巴 · Proprietary
1.48%±1.29% 1.56%±3.33% 7.78%±3.99% 4.19%±2.71% 5.91%±1.65% 0.24%±0.47% 14.0K
30 30
24 - 32
Minimax M3
MiniMax · MiniMax Community License
2.55%±0.93% 6.18%±2.44% 9.17%±2.95% 4.52%±1.83% 6.28%±0.86% 0.84%±0.37% 20.7K
31 31
24 - 32
Mimo V2.5 Pro
小米 · MIT
2.57%±1.00% 4.11%±2.47% 8.63%±3.08% 1.93%±1.90% 1.35%±1.66% 0.49%±0.31% 21.1K
32 32
26 - 32
DeepSeek V4 Flash
DeepSeek · MIT
2.95%±0.95% 4.97%±2.52% 8.99%±2.95% 3.75%±1.79% 3.79%±1.00% 0.85%±0.41% 20.5K
33 33
33 - 37
Gemini 3.5 Flash (Medium)
Google · Proprietary
5.55%±1.62% 12.33%±4.05% 7.28%±4.79% 6.73%±3.12% 2.36%±2.95% 0.95%±0.41% 9.9K
34 34
33 - 35
Inkling
Thinky · Apache 2.0
5.62%±0.88% 6.67%±2.38% 15.95%±2.62% 12.15%±1.84% 6.25%±1.02% 0.41%±0.29% 24.7K
35 35
34 - 38
Grok 4.3 (High)
SpaceXAI · Proprietary
7.87%±0.81% 8.98%±1.75% 14.18%±1.97% 6.70%±1.28% 10.58%±2.53% 1.12%±0.20% 52.7K
36 36
34 - 38
Grok Build 0.1
SpaceXAI · Proprietary
7.97%±0.85% 4.61%±1.79% 10.65%±2.38% 11.11%±1.58% 14.39%±2.13% 0.90%±0.19% 63.9K
37 37
35 - 38
Gemini 3 Flash
Google · Proprietary
8.75%±0.76% 8.47%±1.62% 11.79%±1.88% 5.41%±1.22% 18.30%±2.16% 0.23%±0.90% 73.1K
38 38
33 - 40
gemini-3.5-flash-lite
Google · Proprietary
9.05%±2.86% 15.81%±7.37% 14.88%±7.77% 4.95%±6.26% 9.97%±5.50% 0.35%±0.86% 2.2K
39 39
38 - 40
Minimax M2.7
MiniMax · Modified MIT
11.11%±1.19% 14.73%±2.83% 14.54%±3.42% 14.17%±2.21% 13.21%±2.82% 1.10%±0.26% 20.9K
40 40
38 - 42
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
13.08%±2.31% 14.76%±5.15% 14.01%±6.87% 20.68%±4.91% 16.17%±5.19% 0.20%±0.53% 10.8K
41 41
40 - 42
Grok 4.3
SpaceXAI · Proprietary
14.33%±1.04% 11.23%±1.65% 16.12%±1.84% 7.55%±1.23% 37.96%±4.31% 1.21%±0.19% 72.6K
42 42
40 - 42
Gemma 4 31B
Google · Apache 2.0
15.91%±1.91% 1.21%±1.81% 3.94%±2.69% 8.32%±1.61% 37.64%±6.35% 28.43%±6.20% 55.9K
🔍

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