GeoMMBench - GNSS: leaderboard

Metric: Micro-averaged accuracy (%) on the global navigation satellite system discipline questions of the GeoMMBench test set (expert-written multimodal geoscience and remote sensing multiple-choice and numeric questions, zero-shot, LMMs-Eval, rule-based answer extraction, invalid outputs counted wrong); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 36 models tracked.

Top models

#ModelScore
1GPT-4o80
2Gemini 2.0 Flash74.1
3Gemini 1.5 Pro72.9
4O172.9
5Qwen 2.5 VL 7B70.6
6GPT-567.1
7Phi-4 Multimodal Instruct62.4
8Qwen 2 VL 7B61.2
9Qwen 2 VL 2B49.4

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