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 - 4
Claude Opus 5 (High)
Anthropic · Proprietary
13.99%±2.06% 15.61%±4.23% 24.80%±7.96% 14.35%±3.87% 14.49%±0.96% 0.68%±0.19% 12.7K
🥈 3
1 - 7
Claude Fable 5 (High)
Anthropic · Proprietary
11.59%±1.82% 6.04%±4.03% 23.73%±6.64% 15.96%±3.16% 11.42%±2.19% 0.77%±0.18% 19.8K
🥉 2
1 - 7
Claude Opus 5 (Max)
Anthropic · Proprietary
11.53%±2.37% 13.19%±4.83% 18.28%±8.58% 10.65%±4.57% 14.79%±0.92% 0.73%±0.19% 9.8K
4 4
1 - 10
GPT 5.6 Sol (xHigh)
OpenAI · Proprietary
10.33%±1.78% 8.48%±3.82% 23.92%±6.68% 10.50%±3.36% 7.96%±1.14% 0.77%±0.18% 16.1K
5 5
2 - 12
Claude Opus 4.8 (High)
Anthropic · Proprietary
10.01%±1.83% 3.06%±3.82% 23.93%±6.48% 13.25%±3.34% 9.17%±2.04% 0.66%±0.20% 20.6K
6 6
2 - 11
Kimi K3 (Max)
月之暗面 · Kimi K3 license
9.29%±0.78% 15.63%±1.55% 18.67%±2.72% 3.97%±1.43% 7.41%±0.61% 0.77%±0.18% 56.1K
7 8
2 - 22
Claude Sonnet 5 (High)
Anthropic · Proprietary
8.61%±2.57% 4.38%±5.38% 15.12%±9.08% 12.11%±5.54% 10.84%±1.50% 0.63%±0.19% 16.0K
8 16
4 - 19
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
7.72%±1.21% 15.27%±2.41% 9.18%±4.26% 4.43%±2.65% 8.92%±0.96% 0.77%±0.18% 15.9K
9 7
4 - 20
GPT 5.5 (xHigh)
OpenAI · Proprietary
7.56%±1.25% 2.79%±2.85% 11.41%±4.29% 9.97%±2.28% 12.86%±1.55% 0.76%±0.18% 29.2K
10 12
6 - 22
Grok 4.5
SpaceXAI · Proprietary
6.90%±1.39% 8.97%±2.96% 7.83%±5.00% 7.35%±2.70% 9.56%±1.29% 0.77%±0.18% 20.5K
11 11
4 - 23
Claude Opus 4.7
Anthropic · Proprietary
6.83%±1.80% 1.43%±4.02% 14.04%±5.85% 10.52%±3.15% 7.46%±3.26% 0.69%±0.19% 15.0K
12 10
7 - 22
GLM 5.2 (Max)
智谱 ZAI · MIT
6.82%±0.89% 9.67%±1.92% 12.98%±3.15% 5.86%±1.61% 4.82%±0.81% 0.77%±0.18% 38.9K
13 9
5 - 23
Claude Opus 4.7 (High)
Anthropic · Proprietary
6.82%±1.70% 2.05%±3.73% 10.28%±5.45% 10.47%±3.07% 10.58%±3.11% 0.70%±0.20% 14.5K
14 14
7 - 22
GPT 5.5 (High)
OpenAI · Proprietary
6.79%±1.23% 2.41%±2.65% 12.05%±4.19% 8.40%±2.13% 10.32%±1.98% 0.77%±0.18% 36.1K
15 20
7 - 27
GPT 5.5
OpenAI · Proprietary
5.60%±1.04% 3.96%±2.33% 7.50%±3.51% 7.18%±1.85% 8.62%±1.52% 0.77%±0.18% 38.9K
16 15
7 - 29
Gemini 3.8 Flash (High)
Google · Proprietary
5.60%±2.20% 6.94%±5.61% 11.84%±7.16% 3.29%±4.37% 5.24%±1.41% 0.69%±0.21% 3.8K
17 17
7 - 28
Grok 4.6 (xHigh)
SpaceXAI · Proprietary
5.31%±1.48% 9.93%±3.37% 3.45%±4.98% 4.30%±3.03% 8.08%±1.14% 0.77%±0.18% 10.0K
18 18
8 - 28
Qwen3.8 Max
阿里巴巴 · Proprietary
5.05%±1.33% 7.20%±3.05% 7.39%±4.49% 4.36%±2.57% 6.63%±1.11% 0.31%±0.32% 11.0K
19 13
7 - 30
Hy4 preview
腾讯 · Apache 2.0
5.02%±2.13% 12.76%±4.72% 4.34%±7.30% 2.85%±5.04% 10.30%±1.23% 0.57%±0.23% 5.1K
20 21
9 - 29
GLM 5.3 Flash
智谱 ZAI · MIT
4.76%±1.40% 14.73%±3.00% 6.47%±4.61% 3.12%±3.03% 1.27%±1.28% 0.77%±0.18% 7.6K
21 19
9 - 30
Claude Opus 4.6
Anthropic · Proprietary
4.49%±1.60% 1.90%±3.75% 5.54%±5.31% 4.94%±2.99% 9.30%±1.84% 0.77%±0.18% 14.4K
22 22
15 - 30
GLM 5.3 (Max)
智谱 ZAI · MIT
4.09%±0.88% 12.18%±2.03% 5.33%±2.87% 1.97%±1.74% 0.18%±0.98% 0.77%±0.18% 27.5K
23 25
15 - 30
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
3.88%±0.90% 9.62%±2.09% 5.06%±2.99% 0.40%±1.82% 3.56%±0.75% 0.75%±0.19% 30.0K
24 24
15 - 31
GPT 5.4 (High)
OpenAI · Proprietary
3.60%±1.03% 1.98%±2.54% 1.77%±3.39% 5.77%±2.03% 7.69%±1.07% 0.77%±0.18% 37.7K
25 27
7 - 36
Claude Opus 4.8
Anthropic · Proprietary
3.43%±3.40% 6.22%±3.93% 11.68%±6.15% 11.25%±3.54% 9.16%±2.06% 21.14%±14.41% 20.3K
26 23
15 - 32
GPT 5.6 Terra (xHigh)
OpenAI · Proprietary
3.42%±1.36% 0.75%±3.63% 0.45%±4.40% 10.55%±2.68% 7.00%±1.48% 0.77%±0.18% 9.9K
27 26
13 - 33
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
3.28%±1.94% 11.21%±3.99% 0.57%±6.55% 0.99%±4.57% 4.16%±0.95% 0.53%±0.36% 6.8K
28 28
16 - 33
GPT 5.6 Luna (xHigh)
OpenAI · Proprietary
2.64%±1.42% 2.13%±3.37% 1.05%±4.57% 1.98%±2.92% 7.27%±1.49% 0.77%±0.18% 10.1K
29 30
24 - 35
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
1.55%±1.26% 6.54%±3.02% 2.35%±4.20% 0.53%±2.58% 0.82%±1.11% 0.21%±0.26% 10.9K
30 32
25 - 38
Claude Sonnet 4.6
Anthropic · Proprietary
0.63%±1.46% 3.21%±3.80% 2.68%±4.47% 1.37%±2.93% 9.76%±1.84% 0.68%±0.24% 15.6K
31 35
18 - 41
Kimi K2.6
月之暗面 · Modified MIT
0.52%±3.12% 1.70%±7.07% 4.86%±10.38% 7.01%±6.86% 8.34%±5.08% 0.77%±0.18% 6.6K
32 34
26 - 38
DeepSeek V4 Pro
DeepSeek · MIT
0.36%±1.21% 0.30%±3.14% 1.64%±3.98% 1.22%±2.21% 4.58%±1.03% 0.23%±0.29% 18.4K
33 29
20 - 42
Kimi K2.7 Code
月之暗面 · Modified MIT
0.30%±3.05% 1.42%±6.86% 0.46%±9.90% 1.40%±6.87% 2.53%±3.18% 0.77%±0.18% 6.5K
34 33
28 - 38
Gemini 3.7 Flash (High)
Google · Proprietary
0.43%±1.01% 7.04%±2.56% 3.61%±3.10% 5.71%±2.11% 0.57%±1.21% 0.69%±0.20% 14.9K
35 38
28 - 40
Hy3
腾讯 · Apache 2.0
0.55%±1.65% 1.61%±3.50% 0.65%±5.43% 1.19%±3.24% 1.99%±3.06% 1.83%±0.76% 13.9K
36 31
29 - 41
Muse Spark 1.2 (xHigh)
Meta · Proprietary
1.22%±1.27% 1.64%±3.48% 9.99%±3.50% 7.10%±2.78% 8.60%±1.61% 0.77%±0.18% 11.4K
37 37
30 - 40
Qwen3.7 Max
阿里巴巴 · Proprietary
1.41%±1.05% 0.61%±2.75% 7.27%±3.11% 3.05%±1.95% 3.86%±1.72% 0.03%±0.37% 21.1K
38 39
30 - 43
GLM 5.1
智谱 ZAI · MIT
1.87%±1.06% 2.23%±2.47% 4.40%±2.77% 0.66%±2.10% 4.91%±2.37% 1.64%±0.82% 37.2K
39 36
33 - 44
Muse Spark 1.1
Meta · Proprietary
2.30%±0.74% 0.74%±1.88% 9.45%±2.03% 6.39%±1.47% 2.85%±1.25% 0.76%±0.18% 52.9K
40 40
33 - 48
Qwen3.7 Plus
阿里巴巴 · Proprietary
3.32%±1.48% 4.21%±4.10% 11.85%±4.10% 3.46%±3.17% 3.32%±2.07% 0.37%±0.45% 11.4K
41 45
35 - 48
Mimo V2.5 Pro
小米 · MIT
3.54%±1.08% 4.13%±2.88% 9.19%±3.09% 2.39%±2.03% 1.69%±1.91% 0.33%±0.40% 21.2K
42 44
37 - 48
Minimax M3
MiniMax · MiniMax Community License
3.79%±1.10% 7.74%±3.04% 9.53%±3.17% 6.77%±2.20% 4.70%±0.94% 0.39%±0.24% 20.9K
43 41
39 - 48
Gemini 3.5 Flash (High)
Google · Proprietary
3.98%±0.95% 2.08%±2.29% 2.82%±2.82% 8.84%±1.78% 5.82%±1.94% 0.33%±0.27% 49.5K
44 42
38 - 49
Gemini 3.6 Flash (High)
Google · Proprietary
4.21%±1.31% 1.01%±3.43% 8.45%±3.85% 5.10%±2.64% 7.22%±1.91% 0.73%±0.19% 10.0K
45 43
40 - 49
Gemini 3.1 Pro Preview
Google · Proprietary
4.31%±1.10% 4.04%±2.65% 0.78%±3.25% 2.74%±1.83% 15.96%±2.06% 0.41%±0.44% 41.5K
46 46
40 - 50
Gemini 3.5 Flash (Medium)
Google · Proprietary
5.22%±1.80% 9.26%±4.47% 4.97%±4.91% 5.37%±3.45% 6.44%±3.28% 0.05%±1.04% 8.0K
47 47
40 - 50
Inkling Small
Thinky · Apache 2.0
5.86%±2.13% 18.14%±6.35% 17.10%±5.80% 5.65%±5.26% 11.75%±1.55% 0.15%±0.58% 5.7K
48 48
44 - 51
Mistral Medium 3.5
Mistral · Modified MIT
7.11%±1.96% 14.06%±5.06% 12.13%±5.60% 4.22%±4.52% 3.62%±2.43% 1.54%±1.04% 4.5K
49 49
46 - 50
Inkling
Thinky · Apache 2.0
7.30%±1.32% 14.88%±3.90% 17.41%±3.62% 13.33%±2.90% 8.78%±1.21% 0.36%±0.28% 22.0K
50 50
40 - 54
Solar Pro 4
Upstage · Proprietary
7.84%±3.87% 8.74%±8.77% 10.45%±11.19% 0.49%±8.03% 20.27%±8.27% 0.24%±1.12% 3.5K
51 51
49 - 54
Minimax M2.7
MiniMax · Modified MIT
10.05%±1.36% 8.86%±3.48% 18.89%±3.43% 6.09%±3.02% 16.97%±2.89% 0.56%±0.28% 21.2K
52 52
50 - 56
Grok 4.3 (High)
SpaceXAI · Proprietary
12.20%±1.31% 14.24%±2.79% 15.81%±2.63% 12.21%±1.90% 19.31%±4.75% 0.56%±0.19% 36.6K
53 55
50 - 56
Grok Build 0.1
SpaceXAI · Proprietary
12.37%±1.37% 9.13%±2.88% 15.34%±2.88% 6.49%±2.71% 31.30%±4.42% 0.42%±0.19% 42.2K
54 53
50 - 56
Gemini 3.5 Flash Lite
Google · Proprietary
12.46%±1.55% 11.80%±4.33% 18.53%±3.55% 13.31%±3.41% 17.58%±3.27% 1.07%±0.85% 12.9K
55 54
52 - 56
Gemini 3 Flash
Google · Proprietary
13.51%±1.33% 13.10%±2.54% 14.22%±2.35% 11.51%±1.88% 27.01%±3.80% 1.72%±3.44% 41.8K
56 56
52 - 57
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
15.16%±3.10% 19.02%±7.17% 17.69%±7.48% 10.64%±6.43% 28.89%±8.49% 0.44%±0.28% 6.7K
57 57
56 - 58
Grok 4.3
SpaceXAI · Proprietary
19.67%±1.91% 16.77%±2.67% 17.25%±2.36% 12.91%±1.88% 52.02%±8.52% 0.62%±0.19% 41.2K
58 58
57 - 58
Gemma 4 31B
Google · Apache 2.0
23.31%±3.25% 6.85%±2.77% 7.28%±3.16% 9.96%±2.54% 55.71%±12.07% 36.75%±9.27% 30.3K
🔍

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