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 Opus 5.5 (Max)
Anthropic · Proprietary
23.35%±5.32% 31.07%±5.72% 51.88%±21.52% 13.99%±3.65% 15.45%±1.07% 0.40%±0.19% 3.3K
🥈 2
1 - 9
Claude Sonnet 5.5 (Max)
Anthropic · Proprietary
17.07%±6.34% 24.71%±8.63% 37.26%±24.68% 7.40%±6.19% 13.91%±2.05% 0.50%±0.06% 2.5K
🥉 4
1 - 9
Claude Fable 5.1 (Max)
Anthropic · Proprietary
15.23%±3.57% 18.22%±5.32% 32.00%±13.58% 10.90%±3.17% 13.81%±2.17% 0.49%±0.06% 6.2K
4 6
2 - 9
Gemini 4 Argon (High)
Google · Proprietary
14.79%±1.96% 19.74%±3.15% 30.22%±7.43% 14.31%±1.72% 4.16%±2.08% 0.18%±0.23% 11.3K
5 3
2 - 14
GPT-6 Astra (Max)
OpenAI · Proprietary
11.71%±3.88% 18.80%±6.26% 14.30%±14.14% 11.86%±3.68% 14.46%±2.63% 0.50%±0.06% 4.8K
6 5
2 - 13
GPT-6.1 Sol (Max)
OpenAI · Proprietary
11.65%±3.38% 12.49%±5.72% 25.24%±12.69% 9.31%±2.91% 9.74%±2.28% 0.50%±0.06% 4.4K
7 7
2 - 14
Muse Wonder Full (Max)
Meta · Proprietary
10.83%±2.90% 14.06%±5.04% 21.25%±10.61% 8.25%±3.06% 9.75%±1.54% 0.31%±0.26% 4.2K
8 9
2 - 14
Claude Opus 5 (Max)
Anthropic · Proprietary
9.55%±3.39% 12.84%±5.37% 18.19%±12.32% 4.62%±3.59% 13.69%±1.79% 0.50%±0.06% 9.1K
9 17
5 - 14
Gemini 3.8 Flash (High)
Google · Proprietary
8.17%±2.24% 11.00%±3.75% 13.87%±8.14% 5.39%±2.35% 12.53%±1.39% 0.24%±0.31% 11.6K
10 11
2 - 30
Kimi K3.1 Pro (Max)
月之暗面 · Proprietary
7.69%±5.95% 1.09%±11.64% 23.94%±22.54% 4.46%±5.78% 9.20%±3.36% 0.50%±0.06% 1.2K
11 10
5 - 19
Claude Fable 5 (High)
Anthropic · Proprietary
6.66%±2.60% 5.84%±4.54% 12.89%±8.66% 3.24%±3.49% 15.00%±2.56% 0.50%±0.06% 17.0K
12 12
5 - 21
GPT-5.6 Sol (xHigh)
OpenAI · Proprietary
6.13%±2.77% 2.39%±5.05% 14.99%±9.43% 5.17%±3.17% 9.69%±2.02% 0.18%±0.33% 14.4K
13 8
5 - 25
GPT-6 Sol (Max)
OpenAI · Proprietary
5.88%±3.31% 8.31%±6.40% 5.47%±11.53% 5.46%±3.51% 13.74%±1.39% 0.38%±0.11% 3.2K
14 19
6 - 31
Grok 4.7 (xHigh)
SpaceXAI · Proprietary
4.79%±3.45% 12.13%±5.97% 3.90%±12.23% 0.58%±3.69% 9.08%±1.51% 0.42%±0.09% 5.3K
15 16
10 - 27
MiMo-V2.6-Pro
小米 · MIT
4.01%±1.70% 8.48%±3.17% 5.30%±5.84% 1.68%±1.91% 6.00%±1.31% 0.41%±0.59% 12.6K
16 33
10 - 32
Gemini 3.7 Flash (High)
Google · Proprietary
3.06%±1.84% 3.59%±3.33% 3.95%±6.00% 1.64%±2.43% 8.56%±3.27% 0.33%±0.32% 21.0K
17 18
10 - 33
Muse Spark 1.3 (Max)
Meta · Proprietary
2.58%±1.68% 3.08%±3.19% 4.56%±5.75% 1.80%±1.93% 3.40%±1.82% 0.48%±0.06% 26.9K
18 13
10 - 34
DeepSeek-V4.1-Flash-20261017 (Max)
DeepSeek · MIT
2.47%±1.82% 7.12%±3.61% 0.70%±6.26% 0.83%±2.02% 4.22%±1.06% 0.35%±0.12% 9.7K
19 23
11 - 33
Hy4 preview
腾讯 · Apache 2.0
2.17%±1.36% 5.30%±2.60% 5.70%±4.76% 0.25%±1.46% 3.24%±1.07% 0.14%±0.21% 27.3K
20 15
10 - 38
Muse Wonder (Max)
Meta · Proprietary
1.95%±3.23% 5.94%±6.66% 3.78%±10.71% 2.07%±3.92% 8.10%±2.45% 0.47%±0.09% 3.3K
21 21
13 - 33
DeepSeek-V4.1-Flash-20260910 (Max)
DeepSeek · MIT
1.63%±0.73% 4.91%±1.38% 3.05%±2.51% 0.46%±0.87% 1.03%±0.66% 0.34%±0.07% 76.8K
22 25
12 - 35
Kimi K3 (Max)
月之暗面 · Kimi K3 license
1.43%±1.55% 4.45%±2.90% 3.38%±4.99% 0.15%±2.10% 3.45%±3.02% 0.50%±0.06% 52.6K
23 20
14 - 35
GPT-6 Luna (Max)
OpenAI · Proprietary
1.18%±0.89% 0.30%±1.78% 2.60%±3.01% 2.84%±0.98% 9.96%±0.73% 0.38%±0.09% 52.6K
24 26
14 - 38
GLM-5.3 (Max)
智谱 ZAI · MIT
0.39%±1.64% 0.54%±3.19% 5.56%±5.36% 1.99%±1.97% 3.59%±2.64% 0.50%±0.06% 32.3K
25 30
12 - 40
GPT-5.6 Terra (xHigh)
OpenAI · Proprietary
0.33%±2.63% 3.53%±4.73% 2.40%±9.09% 0.61%±3.38% 3.00%±4.27% 0.50%±0.06% 9.5K
26 28
15 - 36
Qwen3.8-Max
阿里巴巴 · Proprietary
0.32%±1.22% 4.25%±2.40% 1.37%±3.99% 0.99%±1.49% 3.01%±1.80% 0.91%±0.52% 25.4K
27 29
13 - 39
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
0.28%±2.25% 3.16%±4.29% 1.13%±7.30% 1.62%±2.56% 7.19%±2.70% 0.32%±0.18% 11.2K
28 22
12 - 40
MiMo-V2.6-Flash
小米 · MIT
0.20%±2.78% 4.17%±5.19% 3.33%±9.24% 2.92%±2.99% 1.69%±2.64% 2.03%±1.18% 7.0K
29 14
12 - 42
Claude Sonnet 5 (High)
Anthropic · Proprietary
0.02%±3.23% 4.91%±6.51% 4.49%±10.50% 2.08%±4.02% 14.00%±2.54% 0.43%±0.14% 13.1K
30 34
17 - 39
GLM-5.3-Flash
智谱 ZAI · MIT
0.30%±1.40% 3.15%±2.81% 0.71%±4.55% 0.27%±1.70% 7.83%±2.28% 0.37%±0.10% 31.4K
31 24
20 - 40
GLM-5.2 (Max)
智谱 ZAI · MIT
0.96%±1.66% 3.64%±3.20% 3.57%±5.33% 2.29%±2.27% 4.68%±2.73% 0.39%±0.13% 34.2K
32 37
11 - 50
Beam 1.0 501B A23B
Reflection · Apache 2.0
1.48%±5.06% 0.43%±8.27% 1.81%±18.20% 6.55%±5.08% 4.04%±5.04% 0.13%±0.38% 2.9K
33 31
14 - 48
DeepSeek-V4-Pro (High, 20260813)
DeepSeek · MIT
1.70%±3.53% 8.94%±7.38% 0.57%±11.57% 1.52%±3.79% 1.84%±3.22% 0.14%±0.50% 2.3K
34 40
21 - 47
Gemini 3.1 Pro Preview
Google · Proprietary
2.02%±2.40% 13.46%±4.49% 0.58%±7.21% 0.05%±3.86% 8.93%±4.73% 0.45%±0.09% 30.0K
35 45
26 - 45
Muse Spark 1.1
Meta · Proprietary
2.60%±1.22% 0.60%±2.41% 9.99%±3.58% 5.15%±1.98% 5.51%±2.70% 0.06%±0.16% 56.1K
36 36
16 - 50
MiniMax-M3.1-Flash
MiniMax · MiniMax Community License
2.92%±4.24% 0.32%±8.48% 1.43%±13.92% 5.71%±5.61% 13.35%±3.59% 0.34%±0.17% 2.7K
37 32
24 - 47
GPT-6 Luna (Medium)
OpenAI · Proprietary
2.97%±1.89% 6.40%±4.05% 6.33%±5.97% 2.19%±2.30% 2.89%±4.01% 0.09%±0.51% 8.3K
38 27
24 - 49
Claude Haiku 5.5 (High)
Anthropic · Proprietary
3.34%±2.12% 2.31%±4.94% 14.27%±6.53% 2.17%±2.58% 7.78%±1.87% 0.16%±0.51% 7.9K
39 42
23 - 50
Mistral Large 4
Mistral · Proprietary
3.88%±3.23% 0.79%±7.12% 5.14%±9.88% 0.98%±3.98% 3.69%±3.66% 15.96%±3.43% 4.1K
40 46
31 - 49
Muse Spark 1.2 (xHigh)
Meta · Proprietary
4.69%±1.67% 4.83%±3.57% 10.68%±5.09% 3.39%±2.11% 4.26%±3.58% 0.06%±0.26% 19.2K
41 38
32 - 49
Qwen3.8-Flash-Next
阿里巴巴 · Qwen-community-1.0
4.91%±1.43% 0.63%±2.86% 4.63%±4.62% 4.80%±1.72% 23.14%±1.91% 0.46%±0.24% 33.3K
42 35
28 - 50
Step 5 Preview
阶跃星辰 · Proprietary
5.03%±2.86% 5.18%±6.47% 12.51%±9.00% 0.89%±3.59% 8.51%±2.94% 0.23%±0.44% 4.8K
43 41
32 - 50
GPT-6 Luna (Low)
OpenAI · Proprietary
5.53%±2.16% 11.19%±4.67% 9.55%±6.66% 4.41%±2.58% 0.45%±4.38% 0.50%±0.06% 5.5K
44 47
31 - 51
Qwen3.7-Plus
阿里巴巴 · Proprietary
5.82%±2.95% 6.55%±6.01% 12.53%±9.04% 3.89%±4.33% 4.12%±6.63% 1.14%±1.55% 9.1K
45 39
33 - 50
Qwen3.8-27B
阿里巴巴 · Apache 2.0
5.87%±1.56% 3.43%±3.16% 9.26%±4.87% 4.70%±2.08% 17.47%±3.67% 0.28%±0.35% 21.6K
46 43
32 - 50
Qwen3.7-Max
阿里巴巴 · Proprietary
6.08%±2.32% 15.34%±4.80% 8.83%±6.91% 3.94%±3.26% 1.86%±6.70% 0.16%±0.54% 16.3K
47 48
33 - 51
MiMo-V2.5-Pro
小米 · MIT
6.55%±2.18% 12.94%±4.36% 10.44%±6.36% 6.67%±3.09% 2.64%±5.96% 0.73%±0.72% 17.7K
48 50
35 - 54
Mistral Medium 3.5
Mistral · Modified MIT
8.70%±3.52% 18.39%±7.02% 13.57%±10.35% 3.40%±4.44% 1.78%±9.12% 2.89%±2.38% 4.7K
49 44
39 - 54
Hy3
腾讯 · Apache 2.0
9.03%±2.58% 15.35%±5.14% 12.15%±7.28% 4.15%±3.61% 16.51%±8.40% 0.73%±0.57% 11.7K
50 51
36 - 55
NVIDIA-Nemotron-3.5-Super-VL-120B-A12B (NVFP4)
NVIDIA · OpenMDW-1.1
9.69%±4.40% 14.04%±9.92% 18.14%±12.51% 4.86%±5.11% 12.23%±12.58% 0.47%±1.36% 1.4K
51 49
46 - 54
MiniMax-M3
MiniMax · MiniMax Community License
10.74%±2.18% 19.61%±4.86% 18.06%±5.88% 8.37%±3.39% 4.05%±5.60% 0.27%±0.75% 16.7K
52 53
48 - 55
Inkling
Thinky · Apache 2.0
11.98%±3.08% 24.13%±6.12% 22.02%±7.63% 4.59%±3.92% 4.14%±14.39% 1.09%±1.28% 15.7K
53 54
48 - 55
Inkling-Small
Thinky · Apache 2.0
14.91%±3.30% 28.64%±8.01% 24.90%±7.93% 15.43%±5.15% 4.64%±7.64% 0.46%±0.84% 5.0K
54 52
48 - 55
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
15.21%±6.22% 25.19%±13.75% 25.55%±15.62% 19.23%±12.82% 3.32%±13.17% 0.14%±0.44% 4.9K
55 55
51 - 55
Solar Pro 4
Upstage · Proprietary
17.62%±3.94% 33.62%±10.12% 18.26%±11.12% 10.03%±5.05% 30.42%±11.83% 2.16%±2.13% 4.0K
🔍

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