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
14.21%±2.35% 19.80%±5.43% 19.97%±8.57% 16.35%±4.28% 14.44%±1.15% 0.48%±0.15% 6.9K
🥈 2
1 - 7
Claude Opus 5 (Max)
Anthropic · Proprietary
13.12%±2.74% 17.10%±6.23% 18.53%±9.75% 14.02%±5.04% 15.40%±1.06% 0.56%±0.14% 5.3K
🥉 3
1 - 8
Claude Fable 5 (High)
Anthropic · Proprietary
11.99%±2.12% 6.68%±5.59% 22.54%±7.35% 17.85%±3.60% 12.30%±1.77% 0.60%±0.14% 10.5K
4 4
1 - 13
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
10.96%±2.17% 6.96%±5.35% 27.16%±7.74% 12.56%±3.69% 7.53%±1.42% 0.60%±0.14% 8.8K
5 5
1 - 13
Claude Opus 4.8 (High)
Anthropic · Proprietary
10.91%±2.14% 5.81%±5.02% 23.05%±7.24% 16.14%±3.75% 9.07%±2.42% 0.46%±0.17% 11.4K
6 6
2 - 9
Kimi K3 (Max)
月之暗面 · Kimi K3 license
10.17%±0.90% 17.85%±2.09% 18.82%±2.96% 5.74%±1.58% 7.85%±0.69% 0.60%±0.14% 31.7K
7 8
1 - 21
Claude Sonnet 5 (High)
Anthropic · Proprietary
9.53%±3.07% 10.98%±6.86% 13.72%±10.49% 11.48%±6.58% 11.06%±1.55% 0.43%±0.16% 8.6K
8 16
3 - 17
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
8.90%±1.47% 17.36%±3.37% 12.26%±4.82% 5.41%±3.00% 8.88%±1.21% 0.60%±0.14% 9.0K
9 14
5 - 22
GPT 5.5 (High)
OpenAI · Proprietary
7.73%±1.43% 4.67%±3.48% 13.16%±4.68% 9.96%±2.36% 10.24%±2.32% 0.60%±0.14% 19.2K
10 10
7 - 21
GLM 5.2 (Max)
智谱 ZAI · MIT
7.60%±1.03% 12.32%±2.57% 13.38%±3.46% 7.18%±1.78% 4.52%±0.99% 0.60%±0.14% 21.2K
11 7
5 - 24
GPT 5.5 (xHigh)
OpenAI · Proprietary
7.53%±1.51% 1.70%±3.93% 12.35%±4.81% 10.36%±2.52% 12.65%±1.90% 0.60%±0.14% 15.5K
12 9
5 - 26
Claude Opus 4.7 (High)
Anthropic · Proprietary
7.08%±1.99% 1.55%±5.24% 11.78%±6.18% 9.65%±3.56% 11.89%±2.34% 0.56%±0.14% 7.8K
13 13
4 - 29
Hy4 preview
腾讯 · Apache 2.0
6.86%±2.57% 17.63%±6.16% 7.02%±8.57% 2.86%±5.59% 11.98%±1.18% 0.52%±0.16% 2.9K
14 17
7 - 26
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
6.86%±1.76% 11.78%±4.48% 5.89%±5.54% 6.74%±3.36% 9.26%±1.37% 0.60%±0.14% 5.7K
15 12
7 - 26
Grok 4.5
SpaceXAI · Proprietary
6.61%±1.60% 10.17%±4.03% 4.07%±5.31% 8.64%±3.03% 9.58%±1.54% 0.60%±0.14% 11.3K
16 11
7 - 29
Claude Opus 4.7
Anthropic · Proprietary
6.47%±2.00% 2.82%±5.28% 11.99%±6.28% 7.87%±3.66% 9.16%±2.26% 0.50%±0.16% 8.1K
17 27
5 - 31
Claude Opus 4.8
Anthropic · Proprietary
5.83%±2.99% 7.47%±5.28% 10.61%±6.75% 11.31%±4.16% 9.45%±2.42% 9.69%±10.30% 10.8K
18 20
8 - 29
GPT 5.5
OpenAI · Proprietary
5.54%±1.20% 3.24%±3.19% 6.64%±3.77% 8.73%±2.08% 8.50%±1.48% 0.60%±0.14% 20.9K
19 23
8 - 29
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
5.47%±1.61% 4.35%±4.64% 1.90%±4.86% 12.78%±2.98% 7.72%±1.52% 0.60%±0.14% 5.5K
20 18
8 - 29
Qwen3.8 Max
阿里巴巴 · Proprietary
5.30%±1.51% 9.32%±4.05% 4.79%±4.68% 5.11%±2.86% 7.44%±1.22% 0.17%±0.32% 6.2K
21 22
11 - 29
GLM 5.3 (Max)
智谱 ZAI · MIT
5.10%±1.04% 14.11%±2.74% 7.04%±3.19% 3.42%±1.90% 0.34%±1.12% 0.60%±0.14% 15.8K
22 21
10 - 31
GLM 5.3 Flash
智谱 ZAI · MIT
4.72%±1.58% 16.08%±4.15% 4.43%±4.73% 3.65%±3.26% 1.14%±1.45% 0.60%±0.14% 4.4K
23 26
8 - 31
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
4.38%±2.36% 11.94%±5.78% 2.33%±7.68% 2.73%±4.95% 5.66%±1.06% 0.76%±0.33% 3.8K
24 25
12 - 30
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
4.35%±1.02% 11.72%±2.75% 3.85%±3.13% 1.83%±1.97% 3.78%±0.91% 0.59%±0.14% 16.8K
25 19
12 - 31
Claude Opus 4.6
Anthropic · Proprietary
3.90%±1.85% 2.57%±4.93% 3.13%±5.66% 3.59%±3.38% 9.61%±2.26% 0.60%±0.14% 7.9K
26 24
15 - 31
GPT 5.4 (High)
OpenAI · Proprietary
3.68%±1.24% 1.80%±3.47% 2.67%±3.82% 6.24%±2.26% 7.11%±1.21% 0.60%±0.14% 20.3K
27 15
11 - 32
Gemini 3.8 Flash (High)
Google · Proprietary
3.55%±2.72% 5.99%±8.25% 4.89%±7.40% 1.57%±5.32% 4.78%±1.67% 0.50%±0.19% 2.0K
28 28
15 - 31
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
3.12%±1.68% 1.85%±4.58% 2.41%±5.07% 3.68%±3.21% 7.03%±1.87% 0.60%±0.14% 5.7K
29 30
21 - 33
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
2.08%±1.49% 7.20%±4.07% 3.01%±4.58% 0.79%±2.80% 0.64%±1.34% 0.04%±0.24% 6.4K
30 35
15 - 43
Kimi K2.6
月之暗面 · Modified MIT
0.74%±4.03% 1.09%±9.68% 8.44%±12.63% 7.27%±7.84% 11.54%±7.02% 0.60%±0.14% 3.5K
31 29
22 - 43
Kimi K2.7 Code
月之暗面 · Modified MIT
0.18%±3.37% 3.01%±9.20% 5.55%±9.67% 3.35%±7.91% 2.33%±4.06% 0.60%±0.14% 3.5K
32 33
30 - 40
Gemini 3.7 Flash (High)
Google · Proprietary
0.62%±1.15% 6.79%±3.46% 4.55%±3.12% 5.22%±2.24% 0.62%±1.45% 0.49%±0.16% 8.5K
33 38
28 - 42
Hy3
腾讯 · Apache 2.0
0.72%±2.05% 3.03%±4.79% 1.25%±6.16% 1.93%±3.77% 3.96%±4.60% 2.01%±0.98% 7.7K
34 34
30 - 41
DeepSeek V4 Pro
DeepSeek · MIT
0.88%±1.38% 2.14%±4.18% 4.20%±3.94% 2.21%±2.40% 4.83%±1.24% 0.69%±0.36% 10.1K
35 32
29 - 41
Claude Sonnet 4.6
Anthropic · Proprietary
0.90%±1.70% 5.79%±5.13% 5.61%±4.56% 3.62%±3.30% 10.09%±2.32% 0.40%±0.34% 8.6K
36 31
30 - 41
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.20%±1.51% 0.58%±4.77% 10.09%±3.62% 6.15%±2.96% 10.24%±2.16% 0.60%±0.14% 6.5K
37 37
30 - 41
Qwen3.7 Max
阿里巴巴 · Proprietary
1.23%±1.17% 1.41%±3.46% 8.63%±3.12% 2.75%±2.13% 3.88%±1.99% 0.07%±0.35% 11.7K
38 36
30 - 43
Muse Spark 1.1
Meta · Proprietary
2.35%±0.90% 0.06%±2.58% 8.21%±2.21% 6.28%±1.64% 2.23%±1.51% 0.59%±0.14% 29.5K
39 39
30 - 44
GLM 5.1
智谱 ZAI · MIT
2.41%±1.28% 1.53%±3.41% 4.18%±3.01% 1.63%±2.42% 5.76%±3.04% 2.00%±0.63% 19.8K
40 45
30 - 47
Mimo V2.5 Pro
小米 · MIT
2.85%±1.27% 2.41%±3.68% 7.36%±3.34% 2.20%±2.22% 1.81%±2.47% 0.48%±0.39% 11.8K
41 40
31 - 49
Qwen3.7 Plus
阿里巴巴 · Proprietary
3.60%±1.76% 5.38%±5.55% 11.93%±4.30% 2.32%±3.55% 2.09%±2.59% 0.45%±0.43% 6.3K
42 44
35 - 49
Minimax M3
MiniMax · MiniMax Community License
4.04%±1.32% 9.18%±4.13% 8.92%±3.39% 7.39%±2.51% 5.15%±1.13% 0.15%±0.24% 11.6K
43 43
40 - 50
Gemini 3.1 Pro Preview
Google · Proprietary
5.39%±1.32% 7.00%±3.72% 0.14%±3.52% 4.61%±2.07% 15.29%±2.35% 0.07%±0.65% 22.0K
44 41
41 - 50
Gemini 3.5 Flash (High)
Google · Proprietary
5.63%±1.15% 7.33%±3.35% 3.76%±2.87% 9.83%±1.93% 6.66%±2.37% 0.57%±0.26% 26.6K
45 42
41 - 50
Gemini 3.6 Flash (High)
Google · Proprietary
6.04%±1.56% 4.72%±4.68% 9.94%±3.85% 7.25%±2.94% 8.83%±2.52% 0.52%±0.16% 5.7K
46 47
39 - 50
Inkling Small
Thinky · Apache 2.0
6.12%±2.46% 19.97%±8.78% 19.77%±5.41% 4.78%±5.94% 14.34%±1.94% 0.41%±0.67% 3.1K
47 46
40 - 50
Gemini 3.5 Flash (Medium)
Google · Proprietary
6.17%±2.10% 9.00%±5.90% 6.01%±5.21% 7.26%±3.82% 7.84%±3.77% 0.76%±2.18% 4.4K
48 48
40 - 50
Mistral Medium 3.5
Mistral · Modified MIT
6.22%±2.39% 10.33%±6.88% 10.87%±6.43% 7.58%±5.26% 0.79%±3.08% 1.55%±1.12% 2.4K
49 49
43 - 50
Inkling
Thinky · Apache 2.0
7.43%±1.62% 17.16%±5.33% 16.43%±3.78% 14.61%±3.30% 10.78%±1.48% 0.25%±0.23% 12.2K
50 50
36 - 54
Solar Pro 4
Upstage · Proprietary
7.72%±4.73% 7.11%±11.63% 8.81%±12.78% 0.51%±9.47% 22.14%±10.10% 1.03%±1.98% 2.0K
51 51
50 - 55
Minimax M2.7
MiniMax · Modified MIT
11.17%±1.77% 12.68%±5.13% 15.89%±4.07% 10.72%±3.60% 17.00%±3.65% 0.46%±0.22% 11.3K
52 52
50 - 56
Grok 4.3 (High)
SpaceXAI · Proprietary
13.65%±1.79% 19.69%±3.95% 14.84%±2.94% 12.36%±2.13% 21.91%±6.97% 0.56%±0.14% 19.7K
53 53
50 - 56
Gemini 3.5 Flash Lite
Google · Proprietary
13.87%±1.83% 14.06%±5.88% 17.77%±3.58% 16.21%±3.69% 20.15%±3.85% 1.17%±0.91% 7.1K
54 55
51 - 56
Grok Build 0.1
SpaceXAI · Proprietary
14.40%±1.88% 12.55%±4.06% 12.71%±3.42% 7.09%±3.16% 40.13%±6.67% 0.50%±0.14% 22.1K
55 54
52 - 56
Gemini 3 Flash
Google · Proprietary
14.73%±1.49% 16.77%±3.60% 13.28%±2.44% 12.08%±2.06% 31.59%±5.37% 0.08%±0.71% 22.2K
56 56
50 - 57
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
16.04%±3.89% 25.48%±10.83% 14.41%±8.94% 13.31%±7.49% 27.27%±10.19% 0.27%±0.28% 3.4K
57 57
56 - 58
Grok 4.3
SpaceXAI · Proprietary
19.95%±2.72% 17.82%±3.62% 16.79%±2.16% 14.33%±2.16% 51.40%±12.76% 0.58%±0.14% 22.5K
58 58
57 - 58
Gemma 4 31B
Google · Apache 2.0
25.67%±3.79% 10.74%±3.68% 8.66%±2.69% 10.98%±2.80% 61.85%±13.85% 36.14%±11.26% 15.5K
🔍

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