| 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 | |
|---|---|---|---|---|---|---|---|---|---|
| 🥇 | 6 3 - 8 |
Kimi K3 (Max)
月之暗面 · Kimi K3 license
|
8.71%±0.66% | 16.90%±1.35% | 15.85%±2.31% | 2.13%±1.29% | 7.79%±0.54% | 0.86%±0.14% | 95.3K |
| 🥈 | 10 7 - 20 |
GLM 5.2 (Max)
智谱 ZAI · MIT
|
6.23%±0.77% | 8.65%±1.66% | 11.26%±2.71% | 5.41%±1.41% | 4.97%±0.78% | 0.86%±0.14% | 66.1K |
| 🥉 | 13 6 - 24 |
Hy4 preview
腾讯 · Apache 2.0
|
5.97%±1.82% | 15.04%±3.83% | 5.50%±6.30% | 1.54%±4.39% | 10.19%±1.07% | 0.68%±0.18% | 9.0K |
| 4 | 16 7 - 21 |
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
|
5.91%±1.04% | 13.14%±2.13% | 5.47%±3.51% | 1.06%±2.31% | 9.03%±0.84% | 0.86%±0.14% | 26.5K |
| 5 | 21 10 - 30 |
GLM 5.3 Flash
智谱 ZAI · MIT
|
4.03%±1.23% | 14.56%±2.63% | 4.64%±4.09% | 1.19%±2.70% | 1.08%±1.14% | 0.86%±0.14% | 12.0K |
| 6 | 22 15 - 29 |
GLM 5.3 (Max)
智谱 ZAI · MIT
|
3.74%±0.77% | 12.36%±1.71% | 4.27%±2.53% | 0.83%±1.55% | 0.40%±0.87% | 0.86%±0.14% | 44.0K |
| 7 | 25 21 - 32 |
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
|
2.85%±0.81% | 6.97%±1.82% | 3.38%±2.73% | 0.16%±1.65% | 3.23%±0.67% | 0.84%±0.14% | 52.9K |
| 8 | 26 17 - 35 |
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
|
2.51%±1.57% | 11.86%±3.26% | 1.54%±5.29% | 0.31%±3.72% | 2.99%±0.86% | 0.43%±0.29% | 11.4K |
| 9 | 29 20 - 39 |
Kimi K2.7 Code
月之暗面 · Modified MIT
|
1.24%±2.52% | 1.92%±5.57% | 1.16%±8.58% | 5.13%±5.51% | 2.85%±2.81% | 0.86%±0.14% | 11.1K |
| 10 | 30 23 - 35 |
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
|
1.19%±1.11% | 7.08%±2.54% | 0.84%±3.67% | 0.27%±2.28% | 1.83%±1.01% | 0.15%±0.24% | 17.5K |
| 11 | 34 26 - 39 |
DeepSeek V4 Pro
DeepSeek · MIT
|
0.32%±1.03% | 0.29%±2.64% | 2.80%±3.35% | 0.59%±1.96% | 5.16%±0.93% | 0.12%±0.22% | 31.5K |
| 12 | 35 22 - 43 |
Kimi K2.6
月之暗面 · Modified MIT
|
0.16%±2.69% | 4.37%±5.84% | 4.95%±8.87% | 8.08%±5.75% | 8.71%±5.24% | 0.86%±0.14% | 11.3K |
| 13 | 38 30 - 47 |
Hy3
腾讯 · Apache 2.0
|
1.51%±1.34% | 3.87%±2.96% | 1.46%±4.38% | 0.62%±2.62% | 0.30%±2.33% | 1.32%±0.54% | 23.8K |
| 14 | 39 33 - 43 |
GLM 5.1
智谱 ZAI · MIT
|
1.60%±0.93% | 0.53%±2.05% | 1.64%±2.64% | 0.79%±1.77% | 4.83%±2.10% | 1.27%±0.56% | 72.0K |
| 15 | 44 39 - 47 |
Minimax M3
MiniMax · MiniMax Community License
|
3.57%±0.92% | 7.76%±2.48% | 10.33%±2.71% | 5.33%±1.86% | 5.16%±0.87% | 0.43%±0.22% | 35.8K |
| 16 | 45 39 - 47 |
Mimo V2.5 Pro
小米 · MIT
|
3.57%±0.96% | 5.06%±2.44% | 8.72%±2.85% | 2.63%±1.82% | 1.17%±1.73% | 0.27%±0.33% | 36.5K |
| 17 | 47 39 - 50 |
Inkling Small
Thinky · Apache 2.0
|
4.53%±1.83% | 16.84%±5.04% | 14.91%±5.42% | 2.72%±4.39% | 11.66%±1.31% | 0.17%±0.36% | 10.4K |
| 18 | 48 46 - 50 |
Mistral Medium 3.5
Mistral · Modified MIT
|
6.45%±1.64% | 12.71%±4.06% | 12.28%±4.62% | 0.76%±3.72% | 4.38%±2.45% | 2.10%±1.13% | 8.0K |
| 19 | 49 47 - 50 |
Inkling
Thinky · Apache 2.0
|
7.12%±1.07% | 14.26%±3.08% | 18.51%±3.00% | 10.45%±2.41% | 7.28%±1.16% | 0.37%±0.24% | 39.8K |
| 20 | 51 50 - 56 |
Minimax M2.7
MiniMax · Modified MIT
|
10.60%±1.19% | 13.14%±2.89% | 17.41%±3.10% | 4.75%±2.48% | 18.41%±2.83% | 0.72%±0.16% | 36.0K |
| 21 | 56 50 - 56 |
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
|
13.73%±2.59% | 15.49%±5.44% | 14.74%±6.79% | 9.06%±5.22% | 29.64%±7.30% | 0.27%±0.29% | 12.3K |
| 22 | 58 57 - 58 |
Gemma 4 31B
Google · Apache 2.0
|
22.66%±3.45% | 2.72%±2.23% | 4.14%±2.95% | 10.51%±2.26% | 66.82%±15.16% | 29.14%±6.89% | 56.7K |
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月之暗面
智谱 ZAI
腾讯
DeepSeek
阿里巴巴
MiniMax
小米
Mistral
NVIDIA
Google