MapVerse - Ranking: leaderboard
Metric: Mean rank-wise precision (%, average of precision@K over the ground-truth ordering) on MapVerse's 654 human-authored ranking questions over real-world maps, zero-shot image plus question; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 10 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 2.5 VL 7B Instruct | 49.5 | #643 |
| 2 | Mistral Small 3.2 | 47.6 | #587 |
| 3 | InternVL3-8B | 47 | #606 |
| 4 | Llama 3.2 11B Instruct | 21.9 | #1112 |
| 5 | aya-vision-8B | 10.5 | #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-ranking · How It Works · Data refreshed daily, snapshot 2026-10-11.