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 - 7
Claude Fable 5.1 (Max)
Anthropic · Proprietary
11.62%±2.99% 21.78%±4.67% 21.06%±11.99% 3.21%±6.31% 11.78%±1.65% 0.28%±0.04% 5.6K
🥈 4
1 - 7
Claude Opus 5 (Max)
Anthropic · Proprietary
11.30%±2.98% 16.08%±5.25% 19.06%±11.76% 8.89%±5.92% 12.19%±2.06% 0.26%±0.05% 8.5K
🥉 2
1 - 9
GPT 6 Astra (Max)
OpenAI · Proprietary
9.81%±3.67% 21.04%±5.64% 26.23%±14.95% 6.85%±8.11% 8.36%±3.32% 0.28%±0.04% 4.0K
4 3
1 - 9
Claude Opus 5 (High)
Anthropic · Proprietary
9.23%±2.74% 8.19%±5.26% 16.85%±10.69% 9.50%±4.79% 11.36%±2.32% 0.28%±0.04% 10.7K
5 5
1 - 9
Claude Fable 5 (High)
Anthropic · Proprietary
8.32%±2.27% 9.35%±4.28% 15.57%±8.43% 7.00%±3.96% 9.42%±4.26% 0.28%±0.04% 16.5K
6 13
1 - 13
Gemini 3.8 Flash (High)
Google · Proprietary
8.27%±3.71% 13.14%±5.78% 26.34%±13.87% 3.93%±9.60% 6.23%±2.11% 0.41%±1.07% 3.6K
7 6
1 - 14
Claude Opus 4.8 (High)
Anthropic · Proprietary
6.42%±2.32% 7.84%±4.26% 9.70%±8.47% 6.18%±4.06% 8.63%±3.52% 0.23%±0.62% 15.1K
8 7
3 - 19
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
5.78%±2.31% 5.37%±4.36% 14.35%±8.72% 1.35%±4.49% 7.55%±1.78% 0.28%±0.04% 13.8K
9 8
6 - 20
Kimi K3 (Max)
月之暗面 · Kimi K3 license
4.56%±1.16% 11.80%±2.23% 7.64%±4.27% 2.18%±2.52% 5.28%±1.20% 0.28%±0.04% 47.1K
10 10
6 - 23
GPT 5.5 (xHigh)
OpenAI · Proprietary
4.27%±1.70% 0.92%±3.33% 6.13%±6.24% 3.32%±3.31% 10.68%±2.52% 0.28%±0.04% 22.7K
11 17
6 - 23
Qwen3.8 Max
阿里巴巴 · Proprietary
4.23%±1.59% 6.43%±3.15% 6.85%±5.83% 4.69%±3.20% 4.01%±1.88% 0.83%±0.36% 13.2K
12 9
3 - 28
Claude Sonnet 5 (High)
Anthropic · Proprietary
3.81%±2.76% 0.60%±5.70% 6.17%±9.97% 6.69%±5.66% 6.60%±3.59% 0.18%±0.15% 13.1K
13 12
6 - 32
Deepseek V4.1 Flash (Max)
DeepSeek · MIT
2.84%±2.76% 13.43%±4.50% 2.22%±10.09% 4.09%±6.69% 2.42%±2.28% 0.23%±0.09% 6.9K
14 19
7 - 28
Grok 4.5
SpaceXAI · Proprietary
2.73%±1.78% 1.51%±3.77% 0.76%±6.35% 3.22%±3.69% 9.40%±1.88% 0.28%±0.04% 16.6K
15 28
8 - 28
Gemini 3.7 Flash (High)
Google · Proprietary
2.65%±1.24% 5.71%±2.65% 2.01%±4.39% 3.35%±2.59% 1.90%±1.27% 0.28%±0.04% 20.6K
16 16
8 - 28
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
2.58%±1.49% 3.72%±2.95% 4.41%±5.52% 1.14%±3.03% 5.66%±1.23% 0.28%±0.04% 18.6K
17 20
8 - 32
GPT 5.5
OpenAI · Proprietary
2.16%±1.52% 1.07%±3.04% 2.04%±5.42% 0.83%±2.85% 10.40%±1.91% 0.28%±0.04% 28.9K
18 15
8 - 32
Muse Spark 1.3 (Max)
Meta · Proprietary
2.08%±1.67% 11.21%±2.97% 0.76%±5.76% 3.75%±4.05% 3.41%±1.96% 0.28%±0.04% 11.9K
19 14
9 - 32
GLM 5.2 (Max)
智谱 ZAI · MIT
2.07%±1.33% 1.23%±2.65% 5.16%±4.60% 1.16%±2.50% 2.55%±2.05% 0.28%±0.04% 32.5K
20 18
10 - 32
GLM 5.3 (Max)
智谱 ZAI · MIT
1.96%±1.20% 6.85%±2.39% 4.71%±4.26% 1.31%±2.24% 0.76%±1.59% 0.28%±0.04% 30.6K
21 21
8 - 32
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
1.65%±1.97% 0.59%±4.27% 0.31%±6.84% 0.65%±4.10% 7.59%±1.58% 0.28%±0.04% 9.8K
22 11
10 - 32
Hy4 preview
腾讯 · Apache 2.0
1.50%±1.89% 5.44%±3.79% 0.74%±7.01% 4.32%±4.15% 5.57%±1.27% 0.07%±0.13% 12.8K
23 31
10 - 34
Claude Sonnet 4.6
Anthropic · Proprietary
0.80%±2.35% 4.26%±4.86% 5.42%±8.04% 1.90%±4.60% 4.47%±3.14% 0.28%±0.04% 10.9K
24 25
12 - 32
GLM 5.3 Flash
智谱 ZAI · MIT
0.62%±1.31% 8.50%±2.56% 2.07%±4.67% 3.06%±2.84% 4.67%±1.60% 0.28%±0.04% 17.6K
25 30
12 - 35
DeepSeek V4 Pro
DeepSeek · MIT
0.16%±1.82% 1.78%±3.88% 1.16%±6.45% 1.27%±3.58% 4.92%±1.85% 0.10%±0.16% 14.7K
26 23
12 - 37
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
0.16%±2.10% 4.09%±4.23% 1.18%±7.38% 2.87%±4.20% 6.28%±3.29% 0.28%±0.04% 8.7K
27 24
12 - 33
GPT 5.4 (High)
OpenAI · Proprietary
0.15%±1.56% 2.65%±3.17% 4.52%±5.53% 1.07%±3.10% 6.55%±1.96% 0.28%±0.04% 27.9K
28 33
16 - 33
Muse Spark 1.1
Meta · Proprietary
0.18%±1.08% 6.89%±2.17% 6.81%±3.52% 1.90%±2.33% 0.68%±2.18% 0.27%±0.04% 46.4K
29 32
12 - 38
Muse Spark 1.2 (xHigh)
Meta · Proprietary
0.25%±1.96% 2.01%±3.99% 4.33%±6.43% 1.24%±4.13% 2.02%±3.39% 0.28%±0.04% 13.1K
30 22
16 - 37
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
0.51%±1.41% 1.46%±2.85% 1.02%±4.94% 3.02%±3.09% 0.64%±1.21% 0.28%±0.04% 26.2K
31 27
16 - 38
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
0.65%±1.58% 5.71%±3.38% 5.23%±5.29% 1.87%±3.26% 5.54%±2.27% 0.28%±0.04% 11.9K
32 39
16 - 38
Gemini 3.6 Flash (High)
Google · Proprietary
1.12%±1.96% 2.15%±4.05% 0.22%±6.72% 1.96%±3.88% 5.39%±2.75% 0.20%±0.15% 8.7K
33 34
24 - 39
Qwen3.7 Max
阿里巴巴 · Proprietary
2.51%±1.79% 6.88%±3.58% 3.30%±5.45% 0.99%±3.08% 1.02%±4.59% 0.35%±0.46% 16.2K
34 29
27 - 39
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
3.04%±1.39% 1.81%±2.95% 7.82%±4.59% 0.60%±3.08% 8.63%±1.85% 0.03%±0.13% 15.1K
35 26
28 - 39
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
3.13%±1.31% 5.24%±2.72% 5.50%±4.43% 8.13%±3.16% 6.53%±1.14% 0.73%±0.20% 21.4K
36 36
26 - 42
Mimo V2.5 Pro
小米 · MIT
3.42%±1.97% 7.84%±3.77% 3.33%±6.08% 1.29%±3.38% 4.26%±4.99% 0.39%±0.40% 16.4K
37 38
30 - 42
Gemini 3.1 Pro Preview
Google · Proprietary
3.72%±1.61% 3.46%±2.87% 5.40%±4.79% 0.31%±2.49% 20.50%±4.63% 0.28%±0.04% 31.8K
38 40
28 - 42
Qwen3.7 Plus
阿里巴巴 · Proprietary
4.06%±2.17% 4.41%±4.83% 11.48%±7.05% 3.13%±4.48% 0.19%±4.13% 1.07%±0.78% 9.0K
39 35
33 - 43
Hy3
腾讯 · Apache 2.0
5.53%±2.00% 15.24%±4.48% 7.14%±6.53% 0.53%±4.03% 1.88%±3.03% 2.89%±1.22% 11.1K
40 37
36 - 43
Minimax M3
MiniMax · MiniMax Community License
6.53%±1.52% 15.59%±3.78% 14.08%±4.73% 3.31%±3.05% 0.56%±2.35% 0.24%±0.46% 16.6K
41 41
36 - 45
Inkling Small
Thinky · Apache 2.0
7.41%±2.73% 18.79%±6.71% 14.66%±8.93% 4.27%±6.15% 1.10%±3.24% 0.45%±0.66% 4.8K
42 45
36 - 45
Gemini 3.5 Flash Lite
Google · Proprietary
7.67%±2.68% 15.03%±4.85% 2.42%±7.54% 3.43%±4.60% 16.68%±7.51% 0.77%±0.75% 9.6K
43 42
39 - 44
Inkling
Thinky · Apache 2.0
8.13%±1.88% 18.10%±4.46% 18.62%±5.51% 2.04%±3.91% 1.66%±3.81% 0.21%±0.33% 16.4K
44 43
41 - 46
Mistral Medium 3.5
Mistral · Modified MIT
11.64%±2.92% 13.96%±6.10% 21.27%±6.98% 5.22%±5.68% 25.22%±8.59% 2.99%±2.29% 4.2K
45 44
42 - 46
Minimax M2.7
MiniMax · Modified MIT
12.26%±2.17% 20.78%±4.18% 16.25%±5.39% 2.19%±3.80% 22.15%±6.89% 0.08%±0.16% 15.6K
46 46
44 - 46
Solar Pro 4
Upstage · Proprietary
15.26%±4.17% 22.37%±8.14% 20.49%±10.39% 2.33%±6.88% 30.07%±13.35% 1.05%±1.23% 3.8K
🔍

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