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 - 2
Claude Opus 5.5 (Max)
Anthropic · Proprietary
22.87%±3.48% 22.47%±5.32% 49.69%±13.17% 22.76%±3.32% 15.08%±0.67% 0.46%±0.21% 3.7K
🥈 2
1 - 8
Claude Sonnet 5.5 (Max)
Anthropic · Proprietary
15.76%±4.30% 23.83%±7.02% 24.47%±16.48% 16.23%±5.04% 11.77%±1.30% 0.52%±0.23% 2.5K
🥉 3
2 - 8
GPT-6 Astra (Max)
OpenAI · Proprietary
14.84%±3.09% 13.64%±6.13% 31.37%±10.82% 17.78%±3.61% 6.64%±1.70% 0.68%±0.09% 4.6K
4 5
2 - 8
GPT-6.1 Sol (Max)
OpenAI · Proprietary
14.46%±2.31% 15.59%±4.32% 29.91%±8.10% 18.15%±2.68% 1.39%±1.55% 0.71%±0.06% 5.4K
5 4
2 - 9
Claude Fable 5.1 (Max)
Anthropic · Proprietary
13.89%±2.92% 13.88%±6.08% 23.46%±10.16% 19.56%±3.24% 9.86%±1.19% 0.66%±0.12% 5.0K
6 7
2 - 11
Muse Wonder Full (Max)
Meta · Proprietary
11.36%±1.90% 14.34%±3.85% 17.55%±6.35% 14.93%±2.63% 7.86%±0.94% 0.35%±0.24% 5.3K
7 8
2 - 12
GPT-6 Sol (Max)
OpenAI · Proprietary
10.58%±2.36% 12.32%±5.16% 13.80%±7.70% 15.70%±2.93% 10.29%±0.81% 0.65%±0.07% 3.5K
8 6
5 - 11
Gemini 4 Argon (High)
Google · Proprietary
10.18%±1.24% 12.34%±2.64% 21.07%±3.90% 15.69%±1.64% 7.23%±1.43% 0.32%±0.23% 15.8K
9 11
2 - 18
Kimi K3.1 Pro (Max)
月之暗面 · Proprietary
9.29%±4.52% 3.80%±9.37% 19.05%±14.39% 14.88%±5.68% 6.78%±1.87% 0.71%±0.06% 1.4K
10 10
6 - 14
Claude Fable 5 (High)
Anthropic · Proprietary
8.56%±1.98% 2.22%±4.65% 14.47%±5.59% 15.59%±2.61% 11.17%±1.73% 0.66%±0.11% 12.5K
11 9
6 - 15
Claude Opus 5 (Max)
Anthropic · Proprietary
8.04%±2.20% 11.58%±4.96% 8.80%±6.35% 10.13%±3.38% 10.05%±1.08% 0.67%±0.09% 7.2K
12 12
8 - 18
GPT-5.6 Sol (xHigh)
OpenAI · Proprietary
6.74%±1.83% 3.90%±4.53% 8.69%±5.08% 11.36%±2.87% 11.46%±1.24% 0.64%±0.09% 11.0K
13 13
9 - 16
DeepSeek-V4.1-Flash-20261017 (Max)
DeepSeek · MIT
6.48%±1.16% 9.40%±2.72% 8.75%±3.45% 8.23%±1.76% 4.92%±0.54% 0.33%±0.11% 13.0K
14 14
9 - 24
Claude Sonnet 5 (High)
Anthropic · Proprietary
5.36%±2.42% 3.81%±5.69% 5.38%±6.82% 7.35%±3.73% 14.66%±1.10% 0.24%±0.23% 10.0K
15 27
10 - 24
Claude Haiku 5.5 (High)
Anthropic · Proprietary
4.48%±1.43% 4.21%±3.67% 1.86%±4.17% 11.20%±1.86% 6.94%±0.71% 0.56%±0.41% 10.7K
16 20
14 - 22
GPT-6 Luna (Max)
OpenAI · Proprietary
3.88%±0.59% 1.49%±1.49% 2.08%±1.67% 8.09%±0.86% 10.40%±0.34% 0.58%±0.08% 66.8K
17 18
12 - 27
Muse Spark 1.3 (Max)
Meta · Proprietary
3.77%±1.16% 5.54%±2.79% 2.56%±3.24% 6.68%±1.73% 3.05%±0.98% 0.65%±0.07% 26.4K
18 19
11 - 34
Grok 4.7 (xHigh)
SpaceXAI · Proprietary
3.48%±2.09% 6.38%±4.97% 3.43%±5.53% 0.43%±3.74% 9.51%±0.84% 0.68%±0.07% 6.2K
19 15
12 - 34
Muse Wonder (Max)
Meta · Proprietary
3.05%±2.08% 6.16%±5.05% 0.83%±5.62% 4.08%±3.60% 5.43%±1.27% 0.04%±0.66% 4.1K
20 24
14 - 33
GLM-5.2 (Max)
智谱 ZAI · MIT
2.85%±1.16% 4.94%±2.80% 6.22%±3.20% 3.22%±2.03% 4.50%±1.15% 0.71%±0.06% 28.0K
21 21
15 - 28
DeepSeek-V4.1-Flash-20260910 (Max)
DeepSeek · MIT
2.74%±0.48% 6.57%±1.18% 3.02%±1.33% 2.29%±0.77% 0.17%±0.34% 0.52%±0.07% 90.4K
22 16
14 - 34
MiMo-V2.6-Pro
小米 · MIT
2.36%±1.09% 4.34%±2.77% 2.35%±3.00% 2.62%±1.76% 2.83%±0.76% 0.07%±0.31% 16.2K
23 23
15 - 34
Hy4 preview
腾讯 · Apache 2.0
2.31%±0.88% 5.92%±2.20% 2.21%±2.46% 2.61%±1.37% 0.85%±0.64% 0.09%±0.25% 29.9K
24 22
14 - 34
MiMo-V2.6-Flash
小米 · MIT
1.96%±1.82% 4.45%±4.41% 3.32%±5.29% 6.01%±2.71% 2.33%±1.39% 3.77%±0.60% 7.9K
25 26
17 - 34
GLM-5.3 (Max)
智谱 ZAI · MIT
1.51%±1.17% 3.67%±2.84% 4.35%±3.02% 0.82%±1.99% 5.46%±1.35% 0.66%±0.09% 29.8K
26 29
17 - 34
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
1.39%±1.49% 0.42%±3.89% 1.16%±3.75% 1.31%±2.46% 10.11%±1.26% 0.61%±0.10% 10.1K
27 32
18 - 34
GPT-6 Luna (Medium)
OpenAI · Proprietary
1.19%±1.27% 4.13%±3.36% 0.60%±3.47% 4.62%±1.85% 7.29%±0.86% 0.62%±0.11% 10.2K
28 25
19 - 34
Kimi K3 (Max)
月之暗面 · Kimi K3 license
1.10%±1.00% 4.27%±2.53% 0.08%±2.59% 1.44%±1.77% 3.04%±1.19% 0.71%±0.06% 45.2K
29 17
17 - 34
Gemini 3.8 Flash (High)
Google · Proprietary
1.07%±1.58% 1.81%±3.79% 2.74%±4.03% 1.78%±2.56% 10.17%±0.62% 0.58%±0.09% 12.4K
30 28
19 - 34
Qwen3.8-Max
阿里巴巴 · Proprietary
1.00%±0.84% 3.05%±2.08% 1.12%±2.24% 1.17%±1.35% 0.32%±0.86% 0.66%±0.23% 26.2K
31 30
19 - 38
GPT-5.6 Terra (xHigh)
OpenAI · Proprietary
0.08%±2.03% 8.73%±4.77% 4.05%±5.40% 4.19%±3.11% 0.70%±1.98% 0.50%±0.18% 7.9K
32 31
19 - 41
DeepSeek-V4-Pro (High, 20260813)
DeepSeek · MIT
0.17%±2.37% 1.58%±6.39% 1.17%±6.17% 1.17%±4.01% 5.17%±1.59% 0.57%±0.15% 2.5K
33 36
19 - 42
MiniMax-M3.1-Flash
MiniMax · MiniMax Community License
0.49%±2.48% 7.33%±6.65% 6.80%±6.71% 1.94%±4.24% 2.17%±1.58% 0.31%±0.23% 3.5K
34 35
20 - 41
Step 5 Preview
阶跃星辰 · Proprietary
0.57%±2.10% 1.43%±5.32% 1.29%±5.51% 1.92%±3.28% 10.43%±1.94% 0.61%±0.15% 5.3K
35 34
31 - 42
GLM-5.3-Flash
智谱 ZAI · MIT
1.97%±0.91% 3.05%±2.33% 2.92%±2.19% 4.23%±1.66% 10.91%±1.05% 0.69%±0.07% 33.1K
36 38
31 - 42
Qwen3.8-Flash-Next
阿里巴巴 · Qwen-community-1.0
2.14%±0.99% 3.54%±2.57% 3.05%±2.57% 0.51%±1.67% 17.28%±0.93% 0.98%±0.18% 34.0K
37 41
32 - 42
GPT-6 Luna (Low)
OpenAI · Proprietary
3.37%±1.41% 12.66%±4.09% 6.47%±3.43% 2.52%±2.10% 1.67%±1.31% 0.63%±0.13% 7.0K
38 39
32 - 42
Qwen3.8-27B
阿里巴巴 · Apache 2.0
3.49%±1.11% 1.16%±2.93% 5.50%±2.58% 4.57%±1.97% 9.18%±1.59% 0.12%±0.15% 21.8K
39 33
32 - 43
Gemini 3.7 Flash (High)
Google · Proprietary
3.64%±1.35% 7.68%±3.53% 3.47%±3.02% 8.78%±2.52% 6.12%±1.58% 0.49%±0.14% 18.9K
40 42
31 - 48
Mistral Large 4
Mistral · Proprietary
4.79%±3.30% 1.32%±7.29% 3.23%±6.82% 0.61%±7.15% 0.41%±2.05% 17.42%±2.29% 5.0K
41 37
31 - 48
Beam 1.0 501B A23B
Reflection · Apache 2.0
4.92%±3.19% 9.16%±8.62% 7.60%±7.89% 5.56%±4.96% 5.67%±5.28% 2.63%±1.77% 4.1K
42 44
34 - 46
Hy3
腾讯 · Apache 2.0
5.01%±2.20% 8.46%±5.11% 4.64%±4.74% 0.62%±3.19% 6.16%±5.11% 5.75%±4.31% 9.9K
43 40
39 - 49
Gemini 3.1 Pro Preview
Google · Proprietary
6.93%±1.95% 12.20%±4.52% 6.22%±3.68% 12.98%±4.65% 1.67%±4.49% 0.60%±1.07% 22.1K
44 43
40 - 49
Qwen3.7-Max
阿里巴巴 · Proprietary
7.26%±1.54% 9.23%±4.11% 10.25%±2.99% 15.00%±3.31% 4.02%±3.57% 0.21%±0.42% 13.7K
45 46
40 - 49
Muse Spark 1.2 (xHigh)
Meta · Proprietary
8.09%±1.14% 12.01%±3.34% 10.92%±2.31% 12.39%±2.09% 2.83%±1.54% 0.31%±0.31% 18.8K
46 45
41 - 49
Muse Spark 1.1
Meta · Proprietary
8.53%±0.96% 10.00%±2.46% 10.95%±1.90% 16.51%±1.93% 2.41%±1.87% 0.28%±0.12% 49.9K
47 48
41 - 49
MiMo-V2.5-Pro
小米 · MIT
8.79%±1.38% 9.02%±3.64% 11.82%±2.70% 17.36%±3.09% 0.10%±2.41% 1.29%±0.46% 15.7K
48 47
40 - 52
Qwen3.7-Plus
阿里巴巴 · Proprietary
9.23%±2.51% 11.23%±5.77% 12.84%±4.00% 15.30%±4.49% 4.39%±3.39% 4.38%±5.84% 7.7K
49 49
43 - 52
MiniMax-M3
MiniMax · MiniMax Community License
10.17%±1.56% 17.85%±4.48% 14.23%±2.77% 13.86%±3.50% 1.58%±2.73% 0.63%±0.71% 13.5K
50 50
48 - 54
Mistral Medium 3.5
Mistral · Modified MIT
13.89%±2.55% 20.31%±6.71% 17.31%±3.97% 18.89%±5.37% 6.03%±6.87% 3.00%±1.65% 4.1K
51 51
48 - 54
NVIDIA-Nemotron-3.5-Super-VL-120B-A12B (NVFP4)
NVIDIA · OpenMDW-1.1
14.26%±2.87% 22.90%±8.73% 15.40%±5.41% 15.14%±5.14% 12.50%±4.38% 4.48%±1.74% 1.9K
52 53
50 - 55
Inkling
Thinky · Apache 2.0
16.95%±2.22% 28.47%±6.12% 19.26%±2.79% 27.70%±5.45% 0.64%±4.92% 1.18%±1.22% 12.6K
53 52
48 - 55
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
17.11%±6.84% 26.82%±16.16% 11.85%±12.04% 26.43%±15.81% 22.41%±20.24% 0.70%±1.85% 3.6K
54 54
50 - 55
Inkling-Small
Thinky · Apache 2.0
18.22%±2.68% 29.57%±8.09% 22.33%±2.86% 28.40%±6.22% 1.78%±3.73% 2.60%±1.77% 4.2K
55 55
52 - 55
Solar Pro 4
Upstage · Proprietary
21.28%±3.14% 32.26%±9.84% 22.42%±3.99% 17.54%±5.69% 41.80%±11.56% 2.62%±1.96% 3.6K
🔍

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