MapVerse - Single Entity: leaderboard

Metric: Exact match (%) on MapVerse's 5,575 human-authored single-entity questions over real-world maps, zero-shot image plus question; higher is better. Source: arxiv.org. Saturation forecast: Around 2028. 10 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 VL 7B Instruct26.9#643
2Mistral Small 3.223.6#587
3Llama 3.2 11B Instruct22.7#1112
4InternVL3-8B22.4#606
5aya-vision-8B16.5#1094

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=mapverse-single-entity · How It Works · Data refreshed daily, snapshot 2026-10-11.