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
19.83%±2.85% 19.03%±4.08% 43.56%±11.03% 18.40%±2.46% 15.47%±0.57% 0.53%±0.16% 6.8K
🥈 4
2 - 7
Claude Fable 5.1 (Max)
Anthropic · Proprietary
13.86%±2.30% 12.39%±4.40% 26.86%±8.63% 17.44%±2.37% 9.98%±1.10% 0.69%±0.10% 9.5K
🥉 2
1 - 9
Claude Sonnet 5.5 (Max)
Anthropic · Proprietary
13.66%±3.56% 22.12%±4.93% 20.62%±14.14% 11.93%±3.89% 12.46%±1.07% 0.60%±0.17% 4.8K
4 5
2 - 7
GPT-6.1 Sol (Max)
OpenAI · Proprietary
13.58%±1.92% 13.53%±3.25% 30.91%±7.05% 14.74%±2.00% 2.37%±1.29% 0.73%±0.07% 9.3K
5 3
2 - 9
GPT-6 Astra (Max)
OpenAI · Proprietary
13.17%±2.54% 11.15%±4.57% 28.87%±9.16% 14.52%±2.76% 8.05%±1.50% 0.70%±0.09% 8.0K
6 6
2 - 9
Gemini 4 Argon (High)
Google · Proprietary
10.88%±1.06% 11.38%±1.97% 25.15%±3.65% 14.92%±1.22% 5.65%±1.25% 0.33%±0.18% 26.8K
7 7
4 - 12
Muse Wonder Full (Max)
Meta · Proprietary
9.82%±1.60% 10.91%±3.19% 16.53%±5.57% 12.23%±2.00% 8.18%±0.81% 0.41%±0.21% 9.1K
8 11
2 - 14
Kimi K3.1 Pro (Max)
月之暗面 · Proprietary
9.65%±3.75% 2.77%±7.14% 24.61%±12.34% 11.50%±4.05% 7.60%±1.73% 0.73%±0.07% 2.6K
9 8
4 - 13
GPT-6 Sol (Max)
OpenAI · Proprietary
8.62%±2.03% 5.97%±4.16% 13.81%±6.96% 12.96%±2.27% 10.79%±0.73% 0.65%±0.08% 6.1K
10 10
7 - 14
Claude Fable 5 (High)
Anthropic · Proprietary
8.10%±1.70% 2.24%±3.45% 15.35%±5.46% 12.52%±2.10% 11.30%±1.44% 0.67%±0.10% 23.7K
11 9
7 - 14
Claude Opus 5 (Max)
Anthropic · Proprietary
7.84%±1.87% 10.23%±3.69% 11.55%±6.11% 7.32%±2.52% 10.95%±0.93% 0.69%±0.09% 13.4K
12 12
7 - 15
GPT-5.6 Sol (xHigh)
OpenAI · Proprietary
6.64%±1.60% 2.79%±3.41% 11.46%±4.97% 9.23%±2.21% 11.57%±1.04% 0.63%±0.10% 20.3K
13 13
9 - 15
DeepSeek-V4.1-Flash-20261017 (Max)
DeepSeek · MIT
5.58%±0.99% 7.49%±2.08% 9.32%±3.22% 5.21%±1.34% 5.38%±0.47% 0.38%±0.10% 22.3K
14 14
8 - 21
Claude Sonnet 5 (High)
Anthropic · Proprietary
5.39%±2.04% 2.20%±4.23% 6.51%±6.35% 7.54%±2.84% 15.32%±0.93% 0.36%±0.19% 18.7K
15 15
12 - 29
Muse Wonder (Max)
Meta · Proprietary
3.87%±1.74% 8.81%±3.69% 0.95%±5.48% 4.42%±2.60% 5.80%±1.10% 0.35%±0.27% 7.0K
16 16
14 - 28
MiMo-V2.6-Pro
小米 · MIT
3.44%±0.95% 6.08%±1.98% 5.04%±2.99% 2.75%±1.33% 3.41%±0.66% 0.07%±0.27% 27.3K
17 18
14 - 29
Muse Spark 1.3 (Max)
Meta · Proprietary
3.34%±0.99% 4.99%±2.06% 2.68%±3.09% 5.67%±1.32% 2.05%±0.93% 0.66%±0.08% 46.9K
18 20
14 - 25
GPT-6 Luna (Max)
OpenAI · Proprietary
3.22%±0.50% 0.98%±1.10% 1.36%±1.57% 6.41%±0.65% 10.28%±0.32% 0.61%±0.08% 114.8K
19 24
14 - 29
GLM-5.2 (Max)
智谱 ZAI · MIT
2.84%±0.98% 5.54%±2.07% 6.09%±2.99% 2.42%±1.56% 3.98%±1.04% 0.72%±0.08% 51.3K
20 21
15 - 29
DeepSeek-V4.1-Flash-20260910 (Max)
DeepSeek · MIT
2.54%±0.41% 5.67%±0.88% 3.66%±1.27% 1.53%±0.59% 0.11%±0.29% 0.53%±0.08% 155.8K
21 19
14 - 33
Grok 4.7 (xHigh)
SpaceXAI · Proprietary
2.53%±1.80% 3.77%±3.83% 2.85%±5.41% 0.60%±2.83% 9.40%±0.73% 0.68%±0.08% 10.7K
22 22
14 - 33
MiMo-V2.6-Flash
小米 · MIT
2.49%±1.54% 5.94%±3.26% 3.92%±4.94% 5.49%±2.03% 1.74%±1.15% 3.26%±0.55% 13.6K
23 27
15 - 33
Claude Haiku 5.5 (High)
Anthropic · Proprietary
2.13%±1.17% 2.17%±2.78% 2.47%±3.67% 7.09%±1.50% 7.52%±0.62% 0.98%±0.75% 18.0K
24 23
15 - 32
Hy4 preview
腾讯 · Apache 2.0
2.11%±0.75% 5.49%±1.64% 2.93%±2.33% 1.74%±1.04% 1.64%±0.54% 0.15%±0.21% 52.2K
25 17
15 - 33
Gemini 3.8 Flash (High)
Google · Proprietary
1.97%±1.26% 0.25%±2.75% 3.34%±3.70% 0.14%±1.92% 10.19%±0.57% 0.53%±0.13% 21.6K
26 25
16 - 33
Kimi K3 (Max)
月之暗面 · Kimi K3 license
1.83%±0.86% 5.64%±1.87% 1.89%±2.57% 1.27%±1.35% 2.64%±1.07% 0.73%±0.07% 80.4K
27 26
16 - 33
GLM-5.3 (Max)
智谱 ZAI · MIT
1.70%±0.99% 3.55%±2.15% 5.18%±2.86% 0.63%±1.56% 4.80%±1.18% 0.68%±0.09% 52.2K
28 28
21 - 34
Qwen3.8-Max
阿里巴巴 · Proprietary
1.05%±0.72% 2.85%±1.58% 1.62%±2.14% 1.38%±1.06% 0.62%±0.78% 0.83%±0.21% 45.5K
29 30
17 - 35
GPT-5.6 Terra (xHigh)
OpenAI · Proprietary
0.75%±1.62% 3.45%±3.39% 3.23%±4.82% 2.49%±2.44% 1.09%±1.61% 0.55%±0.16% 14.2K
30 31
16 - 36
DeepSeek-V4-Pro (High, 20260813)
DeepSeek · MIT
0.59%±1.99% 0.93%±4.58% 0.44%±5.94% 0.42%±3.03% 4.01%±1.33% 0.61%±0.14% 4.4K
31 32
21 - 35
GPT-6 Luna (Medium)
OpenAI · Proprietary
0.46%±1.07% 4.63%±2.54% 0.42%±3.22% 3.10%±1.41% 6.73%±0.85% 0.65%±0.11% 17.4K
32 29
21 - 35
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
0.42%±1.33% 2.45%±2.97% 1.54%±3.81% 0.42%±2.01% 9.73%±1.13% 0.62%±0.10% 18.1K
33 35
22 - 39
Step 5 Preview
阶跃星辰 · Proprietary
0.51%±1.75% 0.63%±3.90% 0.30%±5.22% 1.71%±2.49% 9.94%±1.60% 0.64%±0.14% 9.2K
34 36
28 - 42
MiniMax-M3.1-Flash
MiniMax · MiniMax Community License
1.70%±2.17% 3.66%±5.23% 5.46%±6.61% 4.34%±3.32% 3.54%±1.46% 0.24%±0.31% 5.9K
35 34
32 - 39
GLM-5.3-Flash
智谱 ZAI · MIT
1.82%±0.78% 2.23%±1.83% 2.89%±2.11% 3.29%±1.32% 9.88%±0.93% 0.69%±0.08% 56.3K
36 33
33 - 42
Gemini 3.7 Flash (High)
Google · Proprietary
2.62%±1.14% 5.79%±2.60% 3.38%±3.00% 6.20%±1.88% 6.13%±1.42% 0.52%±0.13% 33.4K
37 37
29 - 44
Beam 1.0 501B A23B
Reflection · Apache 2.0
2.86%±2.79% 5.85%±6.01% 3.36%±8.37% 4.05%±3.57% 3.99%±3.82% 1.62%±1.17% 7.2K
38 38
33 - 42
Qwen3.8-Flash-Next
阿里巴巴 · Qwen-community-1.0
3.00%±0.83% 1.70%±1.92% 3.36%±2.45% 1.79%±1.25% 18.40%±0.81% 0.86%±0.16% 59.6K
39 39
35 - 43
Qwen3.8-27B
阿里巴巴 · Apache 2.0
3.59%±0.93% 1.86%±2.20% 5.76%±2.54% 3.52%±1.51% 10.34%±1.43% 0.17%±0.14% 37.4K
40 41
35 - 44
GPT-6 Luna (Low)
OpenAI · Proprietary
4.62%±1.17% 12.51%±3.12% 9.00%±3.17% 0.35%±1.65% 0.86%±1.22% 0.66%±0.12% 11.6K
41 42
33 - 47
Mistral Large 4
Mistral · Proprietary
4.82%±2.61% 1.64%±4.99% 3.04%±7.03% 0.27%±5.04% 0.80%±1.93% 17.67%±1.91% 9.0K
42 40
35 - 45
Gemini 3.1 Pro Preview
Google · Proprietary
5.12%±1.60% 10.88%±3.33% 4.16%±3.74% 8.58%±3.45% 1.22%±3.78% 0.03%±0.62% 42.1K
43 44
38 - 48
Hy3
腾讯 · Apache 2.0
5.82%±1.78% 9.30%±3.75% 7.29%±4.52% 0.39%±2.35% 9.75%±4.27% 5.11%±3.30% 18.2K
44 43
39 - 48
Qwen3.7-Max
阿里巴巴 · Proprietary
6.74%±1.34% 8.26%±3.17% 10.80%±3.05% 12.78%±2.63% 3.73%±3.12% 0.36%±0.42% 24.6K
45 45
42 - 48
Muse Spark 1.1
Meta · Proprietary
7.71%±0.76% 7.91%±1.82% 12.91%±1.76% 13.35%±1.44% 1.63%±1.63% 0.30%±0.11% 88.7K
46 46
42 - 49
Muse Spark 1.2 (xHigh)
Meta · Proprietary
7.97%±0.96% 10.99%±2.57% 12.23%±2.28% 10.90%±1.63% 4.05%±1.37% 0.27%±0.27% 32.9K
47 47
41 - 49
Qwen3.7-Plus
阿里巴巴 · Proprietary
8.20%±2.23% 10.54%±4.38% 10.38%±4.58% 13.15%±3.54% 2.56%±3.31% 4.09%±5.21% 13.9K
48 48
43 - 49
MiMo-V2.5-Pro
小米 · MIT
8.75%±1.16% 8.36%±2.83% 14.80%±2.62% 14.85%±2.44% 0.54%±2.17% 1.11%±0.41% 28.2K
49 49
46 - 50
MiniMax-M3
MiniMax · MiniMax Community License
9.97%±1.45% 16.45%±3.45% 15.91%±2.80% 10.80%±2.63% 0.56%±2.19% 1.99%±3.16% 24.5K
50 50
49 - 54
Mistral Medium 3.5
Mistral · Modified MIT
12.80%±2.06% 17.61%±4.87% 17.96%±4.20% 16.29%±3.92% 5.78%±5.33% 2.87%±1.53% 7.6K
51 51
50 - 54
NVIDIA-Nemotron-3.5-Super-VL-120B-A12B (NVFP4)
NVIDIA · OpenMDW-1.1
14.56%±2.28% 21.04%±6.36% 19.30%±5.05% 14.49%±3.80% 10.57%±3.69% 5.39%±2.34% 3.4K
52 53
50 - 54
Inkling
Thinky · Apache 2.0
15.81%±1.75% 23.20%±4.47% 23.48%±2.80% 24.19%±4.09% 1.40%±4.53% 0.99%±0.97% 23.1K
53 54
50 - 54
Inkling-Small
Thinky · Apache 2.0
15.94%±2.15% 25.59%±5.84% 21.01%±4.06% 24.81%±4.53% 3.43%±3.42% 2.03%±1.34% 7.9K
54 52
50 - 55
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
16.86%±5.13% 25.42%±11.25% 16.80%±10.52% 22.16%±10.67% 21.39%±18.26% 0.80%±1.62% 7.1K
55 55
54 - 55
Solar Pro 4
Upstage · Proprietary
21.42%±2.57% 29.47%±7.34% 24.76%±4.38% 17.15%±4.53% 43.92%±10.43% 3.04%±1.96% 6.3K
🔍

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