EVGeoQA (Linyi): leaderboard

Metric: Hits@1 (%, times 100) in the No Limit tier (no cap on the distance from the user to the target station) for Linyi 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 July 2028. 9 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro38.27
2Qwen 3 30B A3B32.53
3Qwen 2.5 72B32.53
4Qwen 3 8B31.57
5Gemini 2.5 Flash (Non-reasoning)29.62
6GPT-OSS-120B24.11
7GPT-OSS-20B23.65
8Qwen 3 8B (Non-reasoning)18.46
9Qwen 3 30B A3B (Non-reasoning)17.69

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