VehicleArena - Basic Driving: leaderboard
Metric: Score (0-100). Source: arxiv.org. Saturation forecast: Around January 2027. 9 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | DeepSeek V4.1 Flash (Max) | 85 | #35 (DeepSeek V4.1 Flash) |
| 2 | Qwen 3.8 Max (xHigh) | 83.1 | #28 (Qwen 3.8 Max) |
| 3 | GPT-5.6 Sol (High) | 82.5 | #18 (GPT-5.6 Sol) |
| 4 | Qwen 3.8 27B (xHigh) | 79.6 | #95 (Qwen 3.8 27B) |
| 5 | Kimi K3 (Max) | 78.9 | #27 (Kimi K3) |
| 6 | GLM-5.3 Flash (Max) | 78.6 | #62 (GLM-5.3 Flash) |
| 7 | Qwen 3 VL 32B Instruct | 49.3 | #278 |
| 8 | Qwen 3 VL 8B Instruct | 39.7 | #406 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=vehiclearena-basic-driving · How It Works · Data refreshed daily, snapshot 2026-10-13.