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 - 3
Claude Fable 5.1 (Max)
Anthropic · Proprietary
19.11%±4.31% 20.18%±6.52% 55.43%±16.41% 6.55%±10.38% 12.85%±2.02% 0.56%±0.11% 2.1K
🥈 2
1 - 7
Claude Opus 5 (High)
Anthropic · Proprietary
13.90%±2.28% 19.88%±5.17% 18.01%±8.30% 16.91%±4.20% 14.21%±1.14% 0.46%±0.12% 7.2K
🥉 3
1 - 8
Claude Opus 5 (Max)
Anthropic · Proprietary
13.08%±2.75% 17.31%±5.99% 19.73%±9.71% 12.24%±5.09% 15.61%±1.00% 0.52%±0.11% 5.6K
4 4
2 - 9
Claude Fable 5 (High)
Anthropic · Proprietary
11.35%±1.99% 9.07%±5.19% 19.11%±6.93% 15.32%±3.52% 12.71%±1.55% 0.55%±0.11% 10.9K
5 6
2 - 10
Claude Opus 4.8 (High)
Anthropic · Proprietary
10.85%±2.09% 5.65%±4.88% 23.02%±7.15% 16.00%±3.65% 9.41%±2.07% 0.18%±0.52% 11.7K
6 5
2 - 14
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
10.78%±2.12% 6.50%±5.14% 27.36%±7.58% 12.40%±3.65% 7.07%±1.34% 0.56%±0.11% 9.1K
7 7
4 - 15
Kimi K3 (Max)
月之暗面 · Kimi K3 license
9.27%±0.94% 16.94%±2.17% 16.87%±3.07% 4.81%±1.71% 7.16%±0.75% 0.56%±0.11% 32.8K
8 8
2 - 23
Claude Sonnet 5 (High)
Anthropic · Proprietary
8.87%±2.81% 10.76%±6.44% 11.38%±9.59% 11.11%±6.12% 10.78%±1.40% 0.32%±0.19% 8.9K
9 10
3 - 19
Hy4 preview
腾讯 · Apache 2.0
8.48%±2.07% 15.91%±4.50% 14.34%±7.49% 0.03%±4.09% 11.63%±1.10% 0.47%±0.14% 4.8K
10 18
5 - 19
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
7.71%±1.24% 15.34%±2.98% 9.12%±4.07% 5.00%±2.54% 8.54%±1.03% 0.56%±0.11% 11.8K
11 12
6 - 19
GLM 5.2 (Max)
智谱 ZAI · MIT
7.68%±1.03% 12.00%±2.51% 15.15%±3.49% 6.61%±1.73% 4.08%±0.92% 0.56%±0.11% 22.4K
12 15
6 - 25
GPT 5.5 (High)
OpenAI · Proprietary
7.25%±1.46% 3.91%±3.61% 12.79%±4.79% 9.53%±2.40% 9.48%±2.33% 0.56%±0.11% 19.2K
13 9
6 - 25
GPT 5.5 (xHigh)
OpenAI · Proprietary
7.20%±1.49% 1.65%±3.96% 11.27%±4.81% 10.16%±2.56% 12.38%±1.68% 0.55%±0.11% 15.8K
14 11
6 - 28
Claude Opus 4.7 (High)
Anthropic · Proprietary
6.61%±2.05% 0.81%±5.49% 11.05%±6.38% 9.31%±3.62% 11.38%±2.33% 0.52%±0.12% 7.8K
15 13
8 - 28
Grok 4.5
SpaceXAI · Proprietary
6.26%±1.64% 9.38%±4.03% 4.72%±5.37% 8.00%±3.08% 8.63%±1.59% 0.56%±0.11% 11.6K
16 19
8 - 29
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
5.92%±1.64% 8.61%±4.26% 5.06%±5.12% 6.51%±3.21% 8.84%±1.41% 0.56%±0.11% 6.5K
17 14
8 - 30
Claude Opus 4.7
Anthropic · Proprietary
5.86%±2.07% 1.88%±5.55% 11.18%±6.49% 7.33%±3.73% 8.47%±2.28% 0.45%±0.14% 8.1K
18 16
8 - 29
Qwen3.8 Max
阿里巴巴 · Proprietary
5.64%±1.45% 11.76%±3.71% 4.32%±4.60% 4.97%±2.80% 7.30%±1.16% 0.16%±0.25% 7.0K
19 29
7 - 32
Claude Opus 4.8
Anthropic · Proprietary
5.46%±2.95% 6.70%±5.54% 9.90%±7.01% 10.97%±4.26% 8.94%±2.44% 9.20%±9.58% 10.8K
20 22
11 - 29
GLM 5.3 (Max)
智谱 ZAI · MIT
5.17%±0.98% 13.65%±2.39% 9.21%±3.14% 2.93%±1.71% 0.48%±0.96% 0.56%±0.11% 19.5K
21 21
11 - 30
GPT 5.5
OpenAI · Proprietary
4.99%±1.22% 2.45%±3.30% 5.72%±3.83% 8.36%±2.12% 7.85%±1.49% 0.56%±0.11% 21.3K
22 24
12 - 30
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
4.84%±1.02% 12.80%±2.62% 5.00%±3.29% 2.01%±1.92% 3.87%±0.87% 0.53%±0.11% 18.2K
23 25
11 - 31
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
4.44%±1.64% 0.37%±4.76% 2.56%±4.99% 12.18%±2.97% 6.53%±1.70% 0.56%±0.11% 5.8K
24 27
11 - 32
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
4.33%±1.83% 13.10%±4.39% 1.79%±6.05% 2.41%±3.67% 5.04%±0.85% 0.70%±0.24% 6.9K
25 23
14 - 32
GLM 5.3 Flash
智谱 ZAI · MIT
3.79%±1.33% 14.62%±3.45% 3.83%±4.06% 2.23%±2.59% 2.29%±1.30% 0.56%±0.11% 7.0K
26 26
14 - 32
GPT 5.4 (High)
OpenAI · Proprietary
3.48%±1.28% 1.34%±3.53% 3.12%±4.01% 5.62%±2.31% 6.78%±1.18% 0.56%±0.11% 20.7K
27 20
14 - 32
Claude Opus 4.6
Anthropic · Proprietary
3.45%±1.91% 1.95%±5.15% 2.61%±5.90% 3.23%±3.44% 8.88%±2.28% 0.56%±0.11% 7.9K
28 17
12 - 36
Gemini 3.8 Flash (High)
Google · Proprietary
3.05%±2.74% 4.84%±8.59% 4.43%±7.38% 1.59%±5.20% 3.95%±1.69% 0.46%±0.17% 2.0K
29 28
19 - 34
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
2.58%±1.54% 2.07%±4.26% 0.60%±4.54% 3.27%±2.98% 6.42%±1.59% 0.56%±0.11% 6.5K
30 30
22 - 34
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
2.12%±1.34% 8.18%±3.60% 3.25%±4.17% 0.33%±2.55% 0.56%±1.16% 0.06%±0.18% 8.3K
31 36
16 - 44
Kimi K2.6
月之暗面 · Modified MIT
0.26%±4.19% 1.95%±10.17% 8.56%±13.20% 6.87%±8.00% 12.75%±7.24% 0.56%±0.11% 3.5K
32 32
28 - 38
DeepSeek V4 Pro
DeepSeek · MIT
0.13%±1.44% 0.54%±4.20% 4.46%±4.31% 1.46%±2.49% 5.31%±1.21% 0.58%±0.32% 10.4K
33 34
28 - 39
Muse Spark 1.2 (xHigh)
Meta · Proprietary
0.41%±1.58% 2.54%±4.63% 7.35%±4.58% 6.34%±3.03% 8.53%±2.41% 0.56%±0.11% 7.4K
34 31
23 - 44
Kimi K2.7 Code
月之暗面 · Modified MIT
0.79%±3.51% 2.23%±9.70% 6.21%±10.07% 2.70%±8.10% 3.24%±4.14% 0.56%±0.11% 3.5K
35 35
31 - 41
Gemini 3.7 Flash (High)
Google · Proprietary
1.17%±1.17% 6.03%±3.54% 4.97%±3.15% 5.67%±2.27% 1.69%±1.52% 0.45%±0.14% 8.5K
36 33
30 - 43
Claude Sonnet 4.6
Anthropic · Proprietary
1.17%±1.72% 7.66%±5.19% 5.11%±4.63% 2.66%±3.18% 9.17%±2.19% 0.40%±0.27% 8.9K
37 40
30 - 44
Hy3
腾讯 · Apache 2.0
1.45%±2.03% 1.71%±4.88% 0.32%±6.07% 1.78%±3.85% 4.45%±4.45% 2.42%±0.99% 8.1K
38 38
31 - 43
Qwen3.7 Max
阿里巴巴 · Proprietary
1.84%±1.22% 0.01%±3.62% 8.90%±3.19% 2.98%±2.15% 2.70%±2.15% 0.02%±0.30% 12.1K
39 39
32 - 45
GLM 5.1
智谱 ZAI · MIT
3.06%±1.35% 0.77%±3.57% 4.89%±3.14% 2.01%±2.49% 7.07%±3.30% 2.10%±0.63% 19.8K
40 37
33 - 44
Muse Spark 1.1
Meta · Proprietary
3.20%±0.90% 0.95%±2.60% 9.44%±2.21% 6.48%±1.64% 0.33%±1.62% 0.55%±0.11% 30.7K
41 45
33 - 47
Mimo V2.5 Pro
小米 · MIT
3.39%±1.30% 3.89%±3.82% 8.06%±3.40% 2.13%±2.30% 2.27%±2.50% 0.58%±0.39% 12.1K
42 44
34 - 49
Minimax M3
MiniMax · MiniMax Community License
3.95%±1.34% 8.51%±4.14% 8.37%±3.61% 7.29%±2.51% 4.31%±1.22% 0.14%±0.21% 12.0K
43 46
34 - 51
Qwen3.7 Plus
阿里巴巴 · Proprietary
4.36%±1.75% 6.70%±5.44% 12.56%±4.20% 2.28%±3.48% 0.29%±2.86% 0.53%±0.47% 6.6K
44 43
40 - 51
Gemini 3.1 Pro Preview
Google · Proprietary
5.66%±1.36% 6.91%±3.85% 0.91%±3.60% 4.65%±2.17% 15.87%±2.32% 0.04%±0.64% 22.4K
45 41
42 - 51
Gemini 3.5 Flash (High)
Google · Proprietary
6.26%±1.22% 8.49%±3.58% 4.19%±3.06% 10.23%±1.97% 7.83%±2.57% 0.57%±0.24% 26.6K
46 42
42 - 51
Gemini 3.6 Flash (High)
Google · Proprietary
6.62%±1.55% 7.40%±4.74% 10.45%±3.76% 6.14%±2.91% 9.57%±2.48% 0.48%±0.14% 6.0K
47 47
41 - 51
Gemini 3.5 Flash (Medium)
Google · Proprietary
6.68%±2.14% 9.41%±6.04% 6.09%±5.32% 7.69%±3.84% 9.47%±3.97% 0.72%±2.03% 4.4K
48 48
41 - 51
Inkling Small
Thinky · Apache 2.0
6.90%±2.34% 19.84%±8.26% 19.54%±5.29% 8.66%±5.56% 14.29%±1.70% 0.76%±0.80% 3.3K
49 50
43 - 51
Inkling
Thinky · Apache 2.0
7.23%±1.60% 17.06%±5.33% 17.27%±3.72% 12.34%±3.35% 10.26%±1.45% 0.26%±0.20% 12.5K
50 49
43 - 51
Mistral Medium 3.5
Mistral · Modified MIT
7.64%±2.32% 15.17%±6.84% 11.01%±6.16% 7.57%±4.94% 2.78%±3.00% 1.65%±1.06% 2.7K
51 51
36 - 55
Solar Pro 4
Upstage · Proprietary
8.37%±4.96% 8.02%±12.18% 9.09%±13.20% 0.51%±9.69% 24.03%±11.02% 1.20%±2.21% 2.0K
52 54
51 - 56
Minimax M2.7
MiniMax · Modified MIT
12.17%±1.78% 13.84%±5.33% 17.10%±3.98% 11.79%±3.63% 18.53%±3.59% 0.44%±0.18% 11.7K
53 52
51 - 57
Grok 4.3 (High)
SpaceXAI · Proprietary
14.37%±1.92% 20.91%±4.21% 15.13%±3.16% 12.63%±2.17% 23.69%±7.51% 0.52%±0.11% 19.7K
54 53
51 - 57
Gemini 3.5 Flash Lite
Google · Proprietary
14.57%±1.85% 15.76%±5.95% 18.96%±3.55% 15.17%±3.65% 21.45%±3.83% 1.53%±1.04% 7.3K
55 56
52 - 57
Grok Build 0.1
SpaceXAI · Proprietary
15.66%±2.06% 13.35%±4.31% 13.02%±3.66% 7.45%±3.25% 44.94%±7.51% 0.46%±0.11% 22.1K
56 55
53 - 57
Gemini 3 Flash
Google · Proprietary
15.66%±1.61% 17.90%±3.84% 13.73%±2.58% 12.57%±2.11% 34.16%±5.91% 0.06%±0.68% 22.2K
57 57
51 - 58
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
16.72%±3.98% 26.09%±11.07% 14.51%±9.26% 13.74%±7.55% 29.50%±10.36% 0.25%±0.25% 3.4K
58 58
57 - 59
Grok 4.3
SpaceXAI · Proprietary
21.27%±3.06% 18.69%±3.84% 17.42%±2.20% 14.69%±2.21% 56.06%±14.53% 0.54%±0.11% 22.5K
59 59
58 - 59
Gemma 4 31B
Google · Apache 2.0
26.66%±3.99% 11.86%±3.86% 9.20%±2.70% 11.14%±2.95% 65.14%±15.14% 35.94%±11.20% 15.5K
🔍

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