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 - 1
Claude Opus 5.5 (Max)
Anthropic · Proprietary
20.77%±2.38% 22.08%±3.38% 45.32%±9.27% 17.60%±1.99% 15.77%±0.50% 0.57%±0.13% 12.1K
🥈 2
2 - 7
Claude Sonnet 5.5 (Max)
Anthropic · Proprietary
13.99%±3.04% 21.70%±4.75% 23.20%±11.70% 10.82%±3.58% 13.17%±0.88% 0.65%±0.13% 8.1K
🥉 3
2 - 7
GPT-6 Astra (Max)
OpenAI · Proprietary
13.96%±2.08% 13.25%±3.59% 29.76%±7.58% 14.46%±2.13% 9.29%±1.29% 0.71%±0.08% 14.6K
4 4
2 - 7
Claude Fable 5.1 (Max)
Anthropic · Proprietary
13.94%±1.93% 13.86%±3.44% 27.66%±7.13% 15.33%±2.14% 10.56%±0.98% 0.61%±0.14% 17.1K
5 5
2 - 7
GPT-6.1 Sol (Max)
OpenAI · Proprietary
13.64%±1.63% 13.73%±2.75% 31.26%±5.97% 13.70%±1.62% 3.93%±1.10% 0.75%±0.06% 16.1K
6 6
2 - 7
Gemini 4 Argon (High)
Google · Proprietary
11.75%±0.91% 13.51%±1.61% 26.62%±3.19% 14.40%±0.99% 4.03%±1.15% 0.35%±0.14% 45.8K
7 7
2 - 10
Muse Wonder Full (Max)
Meta · Proprietary
10.74%±1.39% 11.78%±2.62% 19.97%±4.94% 11.81%±1.65% 8.73%±0.70% 0.39%±0.19% 14.5K
8 8
7 - 12
GPT-6 Sol (Max)
OpenAI · Proprietary
8.57%±1.71% 6.90%±3.42% 14.10%±5.86% 11.07%±1.84% 11.66%±0.62% 0.64%±0.07% 10.3K
9 9
7 - 12
Claude Opus 5 (Max)
Anthropic · Proprietary
8.22%±1.63% 11.58%±2.98% 12.36%±5.48% 6.69%±2.11% 11.30%±0.82% 0.70%±0.08% 24.4K
10 10
8 - 12
Claude Fable 5 (High)
Anthropic · Proprietary
7.75%±1.40% 3.43%±2.75% 15.28%±4.48% 9.60%±1.92% 11.89%±1.29% 0.64%±0.17% 43.6K
11 11
7 - 15
Kimi K3.1 Pro (Max)
月之暗面 · Proprietary
7.61%±3.00% 2.03%±5.86% 19.04%±10.12% 8.30%±3.36% 8.27%±1.56% 0.75%±0.06% 4.1K
12 12
8 - 15
GPT-5.6 Sol (xHigh)
OpenAI · Proprietary
6.06%±1.34% 1.86%±2.80% 10.37%±4.19% 8.41%±1.83% 11.99%±0.93% 0.62%±0.10% 37.5K
13 13
11 - 19
DeepSeek-V4.1-Flash-20261017 (Max)
DeepSeek · MIT
4.37%±0.86% 7.12%±1.82% 5.97%±2.75% 3.56%±1.15% 5.13%±0.42% 0.42%±0.09% 34.7K
14 14
11 - 27
Claude Sonnet 5 (High)
Anthropic · Proprietary
3.75%±1.70% 1.05%±3.54% 3.81%±5.24% 5.96%±2.33% 15.44%±0.87% 0.45%±0.15% 34.0K
15 15
11 - 29
Muse Wonder (Max)
Meta · Proprietary
3.31%±1.57% 7.67%±3.26% 1.07%±4.72% 3.73%±2.14% 6.47%±0.97% 0.84%±2.18% 11.1K
16 16
13 - 24
MiMo-V2.6-Pro
小米 · MIT
3.30%±0.81% 6.87%±1.66% 4.12%±2.56% 2.11%±1.16% 3.68%±0.57% 0.06%±0.23% 44.0K
17 17
13 - 26
Gemini 3.8 Flash (High)
Google · Proprietary
3.17%±1.08% 2.91%±2.26% 4.17%±3.25% 1.16%±1.59% 10.92%±0.54% 0.56%±0.11% 39.7K
18 18
13 - 25
Muse Spark 1.3 (Max)
Meta · Proprietary
3.05%±0.83% 4.26%±1.71% 2.87%±2.64% 4.81%±1.10% 2.29%±0.85% 0.66%±0.08% 78.0K
19 19
13 - 31
Grok 4.7 (xHigh)
SpaceXAI · Proprietary
3.02%±1.57% 6.04%±3.24% 3.55%±4.92% 1.50%±2.32% 9.68%±0.66% 0.68%±0.07% 16.6K
20 20
14 - 24
GPT-6 Luna (Max)
OpenAI · Proprietary
2.79%±0.42% 0.46%±0.92% 0.50%±1.35% 5.65%±0.54% 10.69%±0.28% 0.61%±0.07% 194.4K
21 21
14 - 27
DeepSeek-V4.1-Flash-20260910 (Max)
DeepSeek · MIT
2.25%±0.34% 5.79%±0.72% 2.94%±1.09% 0.99%±0.49% 0.23%±0.26% 0.55%±0.07% 259.5K
22 22
14 - 31
MiMo-V2.6-Flash
小米 · MIT
2.10%±1.33% 6.17%±2.67% 2.56%±4.29% 4.65%±1.68% 1.86%±1.02% 2.99%±0.44% 22.9K
23 23
14 - 31
Hy4 preview
腾讯 · Apache 2.0
2.02%±0.64% 5.10%±1.35% 3.43%±2.03% 1.56%±0.85% 2.22%±0.47% 0.09%±0.18% 93.8K
24 24
14 - 31
GLM-5.2 (Max)
智谱 ZAI · MIT
1.69%±0.82% 2.83%±1.72% 4.78%±2.53% 1.30%±1.26% 4.02%±0.95% 0.73%±0.07% 90.1K
25 25
16 - 31
Kimi K3 (Max)
月之暗面 · Kimi K3 license
1.57%±0.75% 5.16%±1.57% 2.03%±2.24% 0.29%±1.20% 2.33%±0.97% 0.75%±0.06% 139.5K
26 26
18 - 31
GLM-5.3 (Max)
智谱 ZAI · MIT
1.22%±0.84% 2.57%±1.78% 4.77%±2.52% 0.24%±1.25% 4.66%±1.08% 0.70%±0.08% 88.1K
27 27
17 - 32
Claude Haiku 5.5 (High)
Anthropic · Proprietary
1.14%±1.03% 1.71%±2.41% 4.00%±3.18% 4.53%±1.32% 7.55%±0.60% 0.89%±0.65% 27.9K
28 28
20 - 31
Qwen3.8-Max
阿里巴巴 · Proprietary
1.13%±0.61% 3.83%±1.30% 1.10%±1.85% 1.43%±0.87% 0.87%±0.71% 0.83%±0.20% 75.3K
29 29
20 - 34
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
0.63%±1.12% 1.80%±2.41% 1.28%±3.29% 0.49%±1.64% 9.60%±1.03% 0.61%±0.10% 29.8K
30 30
21 - 36
GPT-5.6 Terra (xHigh)
OpenAI · Proprietary
0.22%±1.32% 4.36%±2.73% 2.03%±4.01% 2.03%±2.02% 1.45%±1.52% 0.55%±0.14% 25.2K
31 31
21 - 37
DeepSeek-V4-Pro (High, 20260813)
DeepSeek · MIT
0.27%±1.73% 3.18%±3.91% 0.59%±5.25% 0.38%±2.45% 2.37%±1.32% 0.59%±0.13% 7.3K
32 32
28 - 37
GPT-6 Luna (Medium)
OpenAI · Proprietary
0.56%±0.89% 5.61%±2.12% 3.07%±2.71% 2.08%±1.21% 6.99%±0.79% 0.61%±0.12% 28.2K
33 33
29 - 37
Gemini 3.7 Flash (High)
Google · Proprietary
1.27%±0.96% 2.91%±2.08% 2.16%±2.63% 4.53%±1.60% 6.77%±1.23% 0.48%±0.14% 56.1K
34 34
31 - 37
GLM-5.3-Flash
智谱 ZAI · MIT
1.77%±0.67% 2.44%±1.53% 2.89%±1.89% 3.27%±1.08% 9.89%±0.84% 0.70%±0.07% 92.1K
35 35
30 - 41
Step 5 Preview
阶跃星辰 · Proprietary
2.03%±1.44% 0.53%±3.30% 4.76%±4.24% 0.42%±2.06% 9.88%±1.41% 0.66%±0.12% 15.4K
36 36
29 - 42
MiniMax-M3.1-Flash
MiniMax · MiniMax Community License
2.25%±1.92% 3.05%±4.37% 5.05%±5.85% 5.60%±3.09% 5.48%±1.34% 0.21%±0.25% 9.6K
37 37
30 - 44
Beam 1.0 501B A23B
Reflection · Apache 2.0
3.04%±2.47% 7.20%±4.83% 2.21%±7.67% 5.57%±3.29% 4.45%±3.31% 0.94%±0.75% 12.1K
38 38
35 - 42
Qwen3.8-Flash-Next
阿里巴巴 · Qwen-community-1.0
3.27%±0.70% 1.62%±1.56% 3.83%±2.09% 2.05%±1.00% 19.43%±0.74% 0.75%±0.15% 105.3K
39 39
35 - 42
Qwen3.8-27B
阿里巴巴 · Apache 2.0
4.10%±0.79% 2.58%±1.81% 6.53%±2.22% 3.74%±1.24% 11.05%±1.29% 0.08%±0.19% 62.6K
40 40
35 - 45
Gemini 3.1 Pro Preview
Google · Proprietary
4.45%±1.32% 12.28%±2.62% 2.37%±3.28% 6.39%±2.74% 2.25%±3.32% 0.09%±0.63% 87.7K
41 41
36 - 44
GPT-6 Luna (Low)
OpenAI · Proprietary
4.59%±1.02% 12.61%±2.57% 8.69%±2.88% 0.67%±1.37% 1.27%±1.12% 0.69%±0.11% 18.5K
42 42
35 - 47
Mistral Large 4
Mistral · Proprietary
5.06%±1.98% 0.33%±3.96% 5.09%±5.36% 0.11%±3.61% 1.06%±1.66% 18.00%±1.73% 14.1K
43 43
39 - 47
Qwen3.7-Max
阿里巴巴 · Proprietary
6.43%±1.16% 9.93%±2.60% 10.22%±2.83% 10.53%±2.15% 3.96%±2.87% 0.23%±0.37% 42.7K
44 44
39 - 48
Hy3
腾讯 · Apache 2.0
6.80%±1.44% 11.58%±2.96% 7.89%±3.72% 0.76%±2.01% 12.55%±3.81% 4.08%±2.38% 32.0K
45 45
42 - 47
Muse Spark 1.1
Meta · Proprietary
6.86%±0.65% 6.22%±1.48% 12.72%±1.56% 11.52%±1.22% 1.40%±1.49% 0.27%±0.10% 149.2K
46 46
42 - 48
Muse Spark 1.2 (xHigh)
Meta · Proprietary
7.02%±0.83% 9.15%±2.09% 11.76%±2.15% 9.24%±1.34% 3.35%±1.24% 0.24%±0.21% 53.5K
47 47
41 - 49
Qwen3.7-Plus
阿里巴巴 · Proprietary
7.44%±1.77% 10.23%±3.57% 10.31%±3.97% 10.75%±2.80% 1.70%±2.98% 3.06%±3.56% 24.0K
48 48
45 - 49
MiMo-V2.5-Pro
小米 · MIT
8.66%±1.00% 10.73%±2.37% 14.28%±2.41% 12.78%±2.00% 0.29%±2.03% 1.03%±0.35% 49.5K
49 49
47 - 51
MiniMax-M3
MiniMax · MiniMax Community License
10.07%±1.21% 17.20%±2.74% 16.22%±2.47% 9.99%±2.11% 0.12%±2.11% 1.85%±2.55% 43.7K
50 50
49 - 53
Mistral Medium 3.5
Mistral · Modified MIT
12.13%±1.73% 17.51%±3.95% 17.44%±3.83% 12.82%±3.03% 6.67%±4.55% 3.46%±1.44% 13.5K
51 51
50 - 54
NVIDIA-Nemotron-3.5-Super-VL-120B-A12B (NVFP4)
NVIDIA · OpenMDW-1.1
13.56%±1.99% 18.29%±5.34% 20.40%±4.58% 11.24%±3.08% 12.04%±3.42% 5.06%±2.32% 5.2K
52 52
49 - 55
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
14.71%±3.94% 23.01%±8.29% 16.44%±8.71% 16.76%±7.88% 18.61%±15.39% 0.68%±1.14% 13.3K
53 53
50 - 54
Inkling
Thinky · Apache 2.0
14.90%±1.44% 25.06%±3.48% 22.99%±2.68% 18.11%±3.11% 0.30%±4.06% 1.03%±0.75% 43.9K
54 54
51 - 54
Inkling-Small
Thinky · Apache 2.0
16.14%±1.80% 27.49%±4.71% 21.79%±3.50% 23.22%±3.70% 3.06%±3.29% 1.65%±1.03% 14.4K
55 55
54 - 55
Solar Pro 4
Upstage · Proprietary
20.25%±2.16% 29.37%±5.80% 22.49%±4.28% 15.27%±3.51% 42.70%±8.18% 2.65%±1.61% 10.6K
🔍

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