VehicleArena - Basic Arrival: leaderboard

Metric: Arrival rate (%). Source: arxiv.org. Saturation forecast: Around December 2027. 9 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.8 Max (xHigh)65#28 (Qwen 3.8 Max)
2DeepSeek V4.1 Flash (Max)62.5#35 (DeepSeek V4.1 Flash)
3Kimi K3 (Max)51.3#27 (Kimi K3)
4GLM-5.3 Flash (Max)45#62 (GLM-5.3 Flash)
5Qwen 3.8 27B (xHigh)36.3#95 (Qwen 3.8 27B)
6Qwen 3 VL 32B Instruct21.3#278
7GPT-5.6 Sol (High)20#18 (GPT-5.6 Sol)
8Qwen 3 VL 8B Instruct17.5#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-arrival · How It Works · Data refreshed daily, snapshot 2026-10-13.