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
12.86%±3.75% 11.23%±6.73% 21.54%±14.38% 16.89%±6.22% 13.81%±1.89% 0.82%±0.18% 9.5K
🥈 2
1 - 12
Claude Opus 5 (Max)
Anthropic · Proprietary
11.59%±3.85% 18.01%±6.89% 18.53%±14.75% 7.34%±7.48% 13.28%±2.05% 0.80%±0.18% 7.4K
🥉 15
1 - 23
Gemini 3.8 Flash (High)
Google · Proprietary
8.31%±3.63% 13.43%±6.23% 28.04%±13.17% 6.64%±10.03% 6.15%±2.42% 0.57%±0.40% 2.9K
4 4
1 - 20
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
8.09%±2.83% 10.34%±5.16% 15.84%±10.73% 2.64%±5.42% 10.83%±1.60% 0.82%±0.18% 12.4K
5 3
1 - 21
Claude Fable 5 (High)
Anthropic · Proprietary
7.99%±3.07% 10.55%±5.19% 14.31%±10.00% 6.74%±4.86% 7.54%±8.53% 0.82%±0.18% 15.1K
6 9
1 - 26
Claude Opus 4.7 (High)
Anthropic · Proprietary
6.90%±2.61% 8.61%±4.88% 10.30%±9.85% 4.05%±5.03% 10.76%±2.46% 0.75%±0.21% 9.8K
7 19
2 - 28
Claude Opus 4.6
Anthropic · Proprietary
6.24%±2.67% 4.58%±5.22% 8.21%±9.47% 8.34%±4.80% 9.27%±2.64% 0.82%±0.18% 9.8K
8 7
2 - 26
GPT 5.5 (xHigh)
OpenAI · Proprietary
6.16%±2.19% 3.71%±3.85% 12.01%±7.69% 3.56%±3.71% 10.72%±4.42% 0.82%±0.18% 21.5K
9 5
2 - 32
Claude Opus 4.8 (High)
Anthropic · Proprietary
5.97%±3.04% 6.30%±5.15% 9.77%±9.60% 6.87%±4.96% 6.96%±7.59% 0.05%±1.21% 13.9K
10 11
2 - 32
Claude Opus 4.7
Anthropic · Proprietary
5.71%±2.65% 4.92%±5.18% 7.02%±9.49% 7.46%±5.10% 8.32%±2.99% 0.82%±0.18% 10.0K
11 12
3 - 29
Grok 4.5
SpaceXAI · Proprietary
5.37%±2.02% 4.83%±4.19% 3.79%±7.63% 6.21%±3.88% 11.22%±1.61% 0.82%±0.18% 15.0K
12 6
3 - 28
Kimi K3 (Max)
月之暗面 · Kimi K3 license
4.62%±1.21% 13.54%±2.40% 8.50%±4.25% 5.18%±2.75% 5.43%±1.24% 0.82%±0.18% 41.7K
13 8
2 - 40
Claude Sonnet 5 (High)
Anthropic · Proprietary
4.43%±3.81% 2.78%±7.18% 10.25%±12.80% 8.50%±6.97% 5.39%±7.28% 0.80%±0.18% 12.0K
14 18
3 - 32
Qwen3.8 Max
阿里巴巴 · Proprietary
4.38%±2.09% 9.82%±4.14% 5.04%±7.58% 2.94%±4.08% 4.30%±2.87% 0.18%±0.49% 8.2K
15 17
3 - 37
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
3.50%±2.45% 11.21%±5.04% 0.05%±8.87% 2.75%±5.36% 8.29%±2.21% 0.82%±0.18% 6.9K
16 31
3 - 37
Muse Spark 1.2 (xHigh)
Meta · Proprietary
3.48%±2.24% 10.90%±4.27% 3.95%±8.06% 2.46%±4.97% 4.21%±2.58% 0.82%±0.18% 7.7K
17 10
4 - 33
GLM 5.2 (Max)
智谱 ZAI · MIT
3.48%±1.50% 4.32%±2.92% 7.44%±5.19% 1.82%±2.79% 3.01%±2.56% 0.82%±0.18% 28.1K
18 20
5 - 36
GPT 5.5
OpenAI · Proprietary
3.18%±1.69% 2.57%±3.40% 2.01%±6.09% 1.15%±3.23% 11.66%±2.02% 0.82%±0.18% 27.6K
19 29
2 - 47
Kimi K2.7 Code
月之暗面 · Modified MIT
3.17%±4.68% 7.23%±8.40% 1.02%±18.13% 7.64%±9.29% 0.84%±5.07% 0.82%±0.18% 4.5K
20 13
3 - 44
Hy4 preview
腾讯 · Apache 2.0
3.06%±3.50% 10.34%±6.83% 5.27%±12.58% 5.46%±8.29% 4.72%±2.78% 0.41%±0.41% 3.3K
21 14
6 - 40
GPT 5.5 (High)
OpenAI · Proprietary
2.57%±1.82% 0.86%±3.80% 1.91%±6.63% 0.25%±3.55% 11.21%±1.87% 0.82%±0.18% 25.7K
22 34
6 - 40
DeepSeek V4 Pro
DeepSeek · MIT
2.52%±2.10% 0.66%±4.40% 4.14%±7.58% 3.07%±3.90% 5.49%±2.03% 0.57%±0.29% 13.2K
23 33
6 - 40
Gemini 3.7 Flash (High)
Google · Proprietary
2.44%±1.91% 12.99%±3.31% 5.30%±6.82% 7.68%±4.15% 0.77%±2.79% 0.82%±0.18% 10.5K
24 32
5 - 41
Claude Sonnet 4.6
Anthropic · Proprietary
2.37%±2.45% 3.75%±5.52% 2.00%±8.38% 4.34%±4.89% 8.45%±2.55% 0.82%±0.18% 10.5K
25 27
3 - 46
Claude Opus 4.8
Anthropic · Proprietary
2.31%±3.66% 5.18%±5.46% 11.13%±10.60% 5.56%±5.19% 11.36%±2.92% 21.69%±11.55% 13.7K
26 21
8 - 45
GLM 5.3 Flash
智谱 ZAI · MIT
1.34%±2.30% 11.66%±4.52% 1.38%±8.20% 4.16%±5.39% 2.98%±2.58% 0.82%±0.18% 5.1K
27 16
11 - 45
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
1.30%±1.92% 7.07%±3.85% 2.29%±6.65% 5.71%±4.42% 6.60%±1.57% 0.82%±0.18% 10.6K
28 46
8 - 47
Gemini 3.5 Flash (Medium)
Google · Proprietary
1.07%±2.51% 2.99%±5.64% 3.00%±8.79% 5.13%±4.90% 5.47%±2.52% 0.72%±0.22% 5.9K
29 42
10 - 46
Gemini 3.6 Flash (High)
Google · Proprietary
1.06%±2.35% 1.35%±4.74% 5.19%±8.52% 0.07%±4.48% 2.11%±2.90% 0.82%±0.18% 7.3K
30 28
11 - 46
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.98%±2.24% 0.92%±4.60% 2.25%±7.83% 0.23%±4.60% 7.02%±2.56% 0.82%±0.18% 7.4K
31 23
11 - 47
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
0.76%±2.36% 3.89%±4.93% 4.04%±7.88% 3.89%±4.61% 7.03%±4.71% 0.82%±0.18% 7.4K
32 39
14 - 47
GLM 5.1
智谱 ZAI · MIT
0.31%±1.92% 0.32%±3.38% 6.67%±6.40% 0.95%±3.29% 5.02%±4.33% 0.72%±0.70% 26.5K
33 36
15 - 45
Muse Spark 1.1
Meta · Proprietary
0.31%±1.26% 11.23%±2.48% 5.54%±4.11% 6.42%±2.78% 1.45%±2.65% 0.81%±0.18% 37.9K
34 24
15 - 46
GPT 5.4 (High)
OpenAI · Proprietary
0.27%±1.68% 0.15%±3.61% 7.55%±5.75% 1.17%±3.38% 7.04%±2.55% 0.82%±0.18% 26.6K
35 22
15 - 47
GLM 5.3 (Max)
智谱 ZAI · MIT
0.10%±1.54% 6.65%±2.96% 0.35%±4.93% 4.83%±3.03% 1.76%±2.91% 0.82%±0.18% 18.4K
36 35
3 - 53
Kimi K2.6
月之暗面 · Modified MIT
0.43%±5.90% 8.28%±9.53% 5.66%±16.93% 7.18%±9.99% 7.51%±19.61% 0.82%±0.18% 4.7K
37 25
18 - 47
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
0.61%±1.55% 0.33%±3.17% 0.54%±5.30% 5.07%±3.52% 1.01%±1.27% 0.82%±0.18% 22.1K
38 41
18 - 47
Gemini 3.5 Flash (High)
Google · Proprietary
0.79%±1.68% 0.89%±3.06% 1.85%±5.36% 4.65%±2.99% 2.44%±4.17% 0.38%±0.23% 36.4K
39 26
16 - 50
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
1.42%±2.70% 8.06%±5.77% 7.52%±9.13% 3.72%±7.02% 3.77%±2.17% 0.14%±0.44% 4.5K
40 43
23 - 50
Gemini 3.1 Pro Preview
Google · Proprietary
2.01%±1.69% 0.15%±3.33% 4.38%±5.26% 1.20%±2.79% 16.28%±4.18% 0.82%±0.18% 30.6K
41 37
22 - 50
Qwen3.7 Max
阿里巴巴 · Proprietary
2.10%±2.07% 5.01%±4.11% 4.07%±6.16% 0.78%±3.46% 0.92%±5.71% 0.28%±0.55% 15.0K
42 30
23 - 51
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
2.37%±2.15% 3.27%±4.55% 7.41%±7.20% 2.72%±4.46% 5.41%±2.15% 0.44%±0.31% 7.2K
43 38
24 - 52
Hy3
腾讯 · Apache 2.0
2.77%±2.32% 11.61%±5.12% 2.32%±8.18% 0.44%±4.33% 1.91%±3.14% 1.37%±1.13% 9.7K
44 47
18 - 53
Inkling Small
Thinky · Apache 2.0
2.78%±3.57% 11.22%±8.03% 9.23%±12.46% 0.71%±8.12% 5.62%±3.08% 0.23%±0.62% 4.0K
45 40
23 - 52
Qwen3.7 Plus
阿里巴巴 · Proprietary
2.88%±2.48% 3.22%±5.48% 11.45%±7.92% 3.10%±5.11% 3.78%±4.25% 0.41%±0.97% 8.2K
46 45
27 - 53
Mimo V2.5 Pro
小米 · MIT
3.62%±2.38% 6.45%±4.31% 4.37%±6.94% 2.69%±3.83% 4.87%±6.91% 0.26%±0.35% 14.8K
47 53
31 - 54
Gemini 3.5 Flash Lite
Google · Proprietary
4.27%±2.84% 12.30%±5.76% 1.28%±8.89% 1.44%±5.23% 8.09%±5.48% 1.11%±2.37% 9.3K
48 44
38 - 53
Minimax M3
MiniMax · MiniMax Community License
4.92%±1.72% 10.20%±4.19% 14.48%±5.29% 1.51%±3.41% 1.24%±2.75% 0.32%±0.44% 15.3K
49 55
38 - 54
Grok Build 0.1
SpaceXAI · Proprietary
5.00%±1.92% 3.97%±3.63% 4.04%±5.99% 3.47%±3.95% 13.60%±5.01% 0.09%±0.20% 30.3K
50 49
41 - 56
Inkling
Thinky · Apache 2.0
6.25%±2.02% 12.39%±5.09% 19.32%±6.21% 3.01%±4.42% 3.20%±3.34% 0.28%±0.44% 15.5K
51 54
44 - 56
Gemini 3 Flash
Google · Proprietary
7.83%±2.09% 0.57%±2.98% 2.29%±5.07% 6.51%±2.84% 27.67%±6.27% 2.13%±4.73% 29.9K
52 48
42 - 56
Mistral Medium 3.5
Mistral · Modified MIT
7.95%±3.43% 11.75%±6.49% 17.87%±8.04% 6.20%±6.50% 13.22%±11.12% 3.09%±3.03% 3.2K
53 50
38 - 56
Solar Pro 4
Upstage · Proprietary
8.85%±5.76% 11.60%±11.81% 15.12%±17.50% 1.60%±11.58% 16.11%±11.48% 3.03%±7.01% 2.4K
54 51
50 - 56
Minimax M2.7
MiniMax · Modified MIT
10.34%±2.44% 17.32%±4.75% 15.29%±6.22% 0.81%±4.13% 18.93%±7.85% 0.65%±0.22% 14.9K
55 52
50 - 56
Grok 4.3 (High)
SpaceXAI · Proprietary
10.37%±2.44% 11.61%±3.59% 8.39%±5.37% 9.29%±3.16% 22.98%±9.29% 0.41%±0.21% 26.7K
56 56
48 - 57
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
10.91%±4.19% 14.99%±8.25% 10.73%±13.11% 6.96%±8.60% 21.61%±9.93% 0.24%±0.73% 4.8K
57 58
56 - 58
Gemma 4 31B
Google · Apache 2.0
19.33%±4.55% 1.16%±3.57% 0.76%±5.21% 11.88%±4.13% 48.52%±18.31% 34.31%±11.80% 21.9K
58 57
57 - 58
Grok 4.3
SpaceXAI · Proprietary
21.01%±4.50% 7.59%±3.21% 12.97%±5.07% 6.48%±2.73% 78.66%±21.43% 0.64%±0.20% 29.3K
🔍

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