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 - 12
Claude Fable 5.1 (Max)
Anthropic · Proprietary
13.05%±4.99% 22.00%±6.59% 34.51%±19.06% 2.59%±10.64% 10.58%±3.21% 0.75%±0.16% 2.7K
🥈 3
1 - 8
Claude Opus 5 (Max)
Anthropic · Proprietary
12.22%±3.69% 18.16%±6.65% 17.17%±14.28% 11.52%±6.99% 13.50%±1.94% 0.74%±0.16% 7.8K
🥉 2
1 - 8
Claude Opus 5 (High)
Anthropic · Proprietary
12.20%±3.52% 10.05%±6.58% 18.12%±13.77% 17.62%±6.05% 14.47%±1.82% 0.75%±0.16% 9.9K
4 4
1 - 19
Claude Fable 5 (High)
Anthropic · Proprietary
8.55%±2.91% 11.30%±4.96% 14.37%±9.67% 8.22%±4.64% 8.10%±7.94% 0.75%±0.16% 15.6K
5 17
1 - 23
Gemini 3.8 Flash (High)
Google · Proprietary
7.95%±3.65% 12.71%±6.22% 28.01%±13.09% 7.27%±10.36% 5.78%±2.49% 0.50%±0.38% 2.9K
6 5
1 - 20
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
7.64%±2.79% 9.01%±5.11% 14.60%±10.52% 2.91%±5.33% 10.92%±1.54% 0.75%±0.16% 12.8K
7 11
1 - 29
Claude Opus 4.7 (High)
Anthropic · Proprietary
6.57%±2.72% 7.90%±5.12% 10.08%±10.27% 3.57%±5.13% 10.62%±2.63% 0.69%±0.19% 9.8K
8 9
3 - 24
GPT 5.5 (xHigh)
OpenAI · Proprietary
6.17%±2.17% 3.37%±3.98% 10.86%±7.82% 4.63%±3.77% 11.22%±3.87% 0.75%±0.16% 21.9K
9 20
1 - 32
Claude Opus 4.6
Anthropic · Proprietary
5.91%±2.80% 3.70%±5.48% 8.18%±9.93% 7.98%±4.91% 8.95%±2.86% 0.75%±0.16% 9.8K
10 6
3 - 33
Claude Opus 4.8 (High)
Anthropic · Proprietary
5.49%±2.97% 6.21%±5.12% 7.22%±9.24% 8.41%±4.78% 5.54%±8.13% 0.07%±0.94% 14.4K
11 13
4 - 31
Grok 4.5
SpaceXAI · Proprietary
5.34%±2.05% 5.39%±4.19% 4.03%±7.65% 5.93%±3.97% 10.61%±1.80% 0.75%±0.16% 15.4K
12 14
3 - 33
Claude Opus 4.7
Anthropic · Proprietary
5.32%±2.77% 4.00%±5.45% 6.84%±9.90% 6.91%±5.25% 8.11%±3.05% 0.75%±0.16% 10.0K
13 16
4 - 33
Qwen3.8 Max
阿里巴巴 · Proprietary
4.96%±2.06% 10.42%±3.99% 7.86%±7.62% 1.85%±4.00% 4.83%±2.47% 0.18%±0.41% 9.0K
14 7
4 - 32
Kimi K3 (Max)
月之暗面 · Kimi K3 license
4.41%±1.23% 14.52%±2.42% 7.11%±4.38% 5.72%±2.82% 5.41%±1.23% 0.75%±0.16% 42.7K
15 8
4 - 40
Claude Sonnet 5 (High)
Anthropic · Proprietary
4.15%±3.47% 0.16%±6.72% 5.57%±11.65% 8.00%±6.63% 6.62%±6.36% 0.73%±0.17% 12.4K
16 19
4 - 37
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
3.82%±2.34% 9.57%±4.71% 2.50%±8.43% 0.90%±4.91% 7.17%±1.94% 0.75%±0.16% 7.9K
17 31
3 - 48
Kimi K2.7 Code
月之暗面 · Modified MIT
3.10%±4.96% 6.58%±8.90% 1.69%±19.32% 7.67%±9.56% 1.21%±5.44% 0.75%±0.16% 4.5K
18 10
4 - 42
Hy4 preview
腾讯 · Apache 2.0
2.93%±2.86% 8.45%±5.72% 3.00%±10.72% 3.37%±6.27% 6.01%±1.64% 0.56%±0.23% 5.3K
19 21
6 - 38
GPT 5.5
OpenAI · Proprietary
2.80%±1.70% 1.75%±3.51% 0.49%±6.03% 0.87%±3.23% 11.88%±2.03% 0.75%±0.16% 28.0K
20 23
6 - 40
GLM 5.3 Flash
智谱 ZAI · MIT
2.59%±1.96% 12.99%±3.66% 6.98%±7.08% 4.09%±4.27% 3.70%±2.36% 0.75%±0.16% 8.0K
21 12
8 - 39
GLM 5.2 (Max)
智谱 ZAI · MIT
2.43%±1.45% 3.67%±2.88% 5.09%±4.93% 0.03%±2.70% 2.61%±2.43% 0.75%±0.16% 29.4K
22 15
8 - 42
GPT 5.5 (High)
OpenAI · Proprietary
2.06%±1.89% 2.09%±4.00% 1.60%±6.93% 0.96%±3.66% 10.99%±1.94% 0.75%±0.16% 25.7K
23 32
7 - 43
DeepSeek V4 Pro
DeepSeek · MIT
2.00%±2.19% 0.74%±4.63% 1.03%±7.83% 1.13%±4.13% 6.55%±1.92% 0.54%±0.25% 13.5K
24 35
8 - 42
Gemini 3.7 Flash (High)
Google · Proprietary
1.98%±1.94% 12.35%±3.36% 5.28%±6.85% 8.59%±4.25% 0.10%±2.91% 0.75%±0.16% 10.5K
25 29
4 - 48
Claude Opus 4.8
Anthropic · Proprietary
1.91%±3.85% 4.31%±5.75% 11.20%±11.14% 4.74%±5.34% 11.09%±3.25% 21.80%±12.21% 13.7K
26 33
6 - 46
Claude Sonnet 4.6
Anthropic · Proprietary
1.82%±2.64% 5.08%±5.59% 3.51%±8.62% 3.46%±4.80% 6.47%±4.80% 0.75%±0.16% 10.8K
27 18
9 - 42
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
1.68%±1.69% 5.68%±3.47% 1.47%±6.08% 5.34%±3.70% 5.83%±1.36% 0.75%±0.16% 13.5K
28 25
8 - 46
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
1.60%±2.38% 2.42%±4.88% 0.51%±8.24% 2.28%±4.60% 7.91%±4.05% 0.75%±0.16% 7.8K
29 34
8 - 46
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.54%±2.34% 9.62%±4.56% 0.02%±7.79% 4.69%±5.11% 2.00%±3.48% 0.75%±0.16% 8.7K
30 28
9 - 46
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
1.25%±2.15% 1.08%±4.35% 0.37%±7.64% 0.13%±4.25% 7.09%±2.38% 0.75%±0.16% 8.4K
31 42
12 - 46
Gemini 3.6 Flash (High)
Google · Proprietary
0.79%±2.28% 1.34%±4.69% 3.49%±8.13% 0.68%±4.42% 2.13%±2.70% 0.59%±0.36% 7.7K
32 47
10 - 48
Gemini 3.5 Flash (Medium)
Google · Proprietary
0.68%±2.58% 3.52%±5.79% 2.63%±9.07% 4.19%±4.94% 4.69%±2.72% 0.64%±0.22% 5.9K
33 37
15 - 46
Muse Spark 1.1
Meta · Proprietary
0.50%±1.25% 11.86%±2.48% 6.08%±4.14% 5.78%±2.72% 1.76%±2.58% 0.74%±0.16% 39.3K
34 22
15 - 46
GLM 5.3 (Max)
智谱 ZAI · MIT
0.17%±1.34% 6.84%±2.67% 0.29%±4.41% 4.55%±2.68% 2.49%±2.48% 0.75%±0.16% 22.5K
35 26
15 - 47
GPT 5.4 (High)
OpenAI · Proprietary
0.01%±1.71% 1.83%±3.74% 7.71%±5.89% 1.25%±3.45% 7.46%±2.34% 0.75%±0.16% 27.1K
36 39
15 - 48
GLM 5.1
智谱 ZAI · MIT
0.13%±2.06% 0.93%±3.56% 6.81%±6.81% 0.39%±3.41% 6.09%±4.95% 0.86%±0.71% 26.5K
37 24
16 - 47
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
0.16%±1.52% 1.51%±3.09% 1.20%±5.21% 5.30%±3.47% 1.04%±1.23% 0.75%±0.16% 23.7K
38 36
5 - 55
Kimi K2.6
月之暗面 · Modified MIT
1.07%±6.37% 10.04%±10.10% 5.78%±17.76% 6.69%±10.27% 8.51%±21.94% 0.75%±0.16% 4.7K
39 27
17 - 49
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
1.08%±2.11% 8.36%±4.38% 3.17%±7.22% 5.81%±5.25% 4.58%±1.75% 0.20%±0.33% 7.8K
40 41
20 - 49
Gemini 3.5 Flash (High)
Google · Proprietary
1.27%±1.84% 0.09%±3.28% 1.72%±5.82% 5.14%±3.13% 3.33%±4.78% 0.32%±0.22% 36.4K
41 38
20 - 51
Qwen3.7 Max
阿里巴巴 · Proprietary
2.01%±2.20% 3.81%±4.15% 4.42%±6.21% 0.77%±3.51% 1.28%±6.68% 0.23%±0.48% 15.3K
42 43
25 - 51
Gemini 3.1 Pro Preview
Google · Proprietary
2.13%±1.78% 0.25%±3.53% 3.38%±5.55% 2.00%±2.93% 16.52%±4.47% 0.75%±0.16% 31.0K
43 45
24 - 53
Mimo V2.5 Pro
小米 · MIT
2.42%±2.31% 4.27%±4.31% 2.56%±7.19% 1.91%±3.89% 3.64%±6.05% 0.28%±0.30% 15.3K
44 30
25 - 51
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
2.43%±1.88% 3.14%±3.99% 7.35%±6.30% 1.58%±3.98% 6.77%±1.94% 0.42%±0.26% 9.3K
45 48
18 - 54
Inkling Small
Thinky · Apache 2.0
2.72%±3.44% 14.88%±7.98% 8.15%±12.08% 4.15%±7.36% 5.63%±2.88% 0.33%±1.27% 4.3K
46 46
25 - 53
Qwen3.7 Plus
阿里巴巴 · Proprietary
3.17%±2.49% 3.35%±5.40% 10.23%±7.95% 4.54%±5.08% 2.91%±4.67% 0.65%±0.97% 8.5K
47 40
34 - 54
Hy3
腾讯 · Apache 2.0
4.11%±2.28% 13.19%±5.17% 5.55%±7.77% 0.10%±4.35% 0.13%±3.21% 2.03%±1.19% 10.2K
48 53
32 - 55
Gemini 3.5 Flash Lite
Google · Proprietary
4.46%±2.88% 12.44%±5.89% 1.01%±9.04% 0.45%±5.23% 8.43%±5.52% 0.88%±1.99% 9.5K
49 44
40 - 54
Minimax M3
MiniMax · MiniMax Community License
5.11%±1.76% 11.21%±4.31% 13.66%±5.54% 1.82%±3.44% 0.84%±2.71% 0.28%±0.43% 15.7K
50 56
40 - 55
Grok Build 0.1
SpaceXAI · Proprietary
5.61%±2.06% 4.93%±3.89% 4.16%±6.35% 3.95%±4.14% 15.06%±5.69% 0.06%±0.18% 30.3K
51 50
43 - 56
Inkling
Thinky · Apache 2.0
6.48%±2.04% 14.46%±5.28% 20.22%±6.19% 0.58%±4.50% 2.60%±3.34% 0.26%±0.42% 15.9K
52 49
43 - 57
Mistral Medium 3.5
Mistral · Modified MIT
7.61%±3.04% 11.38%±6.22% 18.70%±7.64% 8.29%±6.09% 13.45%±9.11% 2.79%±2.53% 3.6K
53 55
45 - 57
Gemini 3 Flash
Google · Proprietary
8.39%±2.25% 1.19%±3.18% 2.25%±5.41% 6.99%±2.94% 28.99%±6.70% 2.53%±5.41% 29.9K
54 51
38 - 57
Solar Pro 4
Upstage · Proprietary
9.15%±6.06% 12.55%±12.40% 14.72%±18.66% 1.36%±12.09% 17.01%±12.29% 2.83%±6.53% 2.4K
55 52
51 - 57
Grok 4.3 (High)
SpaceXAI · Proprietary
10.83%±2.54% 12.68%±3.80% 8.07%±5.82% 9.99%±3.29% 23.76%±9.52% 0.36%±0.19% 26.7K
56 57
48 - 58
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
11.31%±4.38% 14.76%±8.43% 10.61%±13.71% 7.71%±8.74% 23.19%±10.56% 0.24%±0.68% 4.8K
57 54
52 - 57
Minimax M2.7
MiniMax · Modified MIT
11.61%±2.74% 19.13%±4.89% 17.10%±6.06% 0.86%±4.21% 21.56%±10.15% 0.60%±0.20% 15.3K
58 59
57 - 59
Gemma 4 31B
Google · Apache 2.0
20.09%±4.68% 2.16%±3.85% 1.08%±5.26% 12.21%±4.40% 50.32%±18.77% 34.70%±12.06% 21.9K
59 58
58 - 59
Grok 4.3
SpaceXAI · Proprietary
22.14%±4.99% 8.31%±3.40% 12.91%±5.43% 6.82%±2.83% 83.23%±23.88% 0.58%±0.18% 29.3K
🔍

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