EVGeoQA (Qingdao): leaderboard

Metric: Hits@1 (%, times 100) in the No Limit tier (no cap on the distance from the user to the target station) for Qingdao queries of EVGeoQA: the top recommended charging station must be in the ground-truth set of up to five stations that are walkable to a POI matching the user's second intent, found by the agent through the GeoRover tools (5 km station search, 1 km POI search, location moves, driving distance) on Gaode map data; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 9 models tracked.

Top models

#ModelScore
1Gemini 2.5 Flash (Non-reasoning)26.73
2Gemini 2.5 Pro25.88
3Qwen 3 8B (Non-reasoning)21.32
4Qwen 2.5 72B16.78
5GPT-OSS-20B15.13
6GPT-OSS-120B14.33
7Qwen 3 8B14.01
8Qwen 3 30B A3B12.35
9Qwen 3 30B A3B (Non-reasoning)10.38

Interactive version: theaggregate.ai/benchmark?slug=evgeoqa-qingdao · How It Works · Data refreshed daily, snapshot 2026-10-07.