OpenVLM MMMU - Geography: leaderboard

OpenCompass OpenVLM MMMU validation subcategory score for visual college-level questions in geography.

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Around February 2027. 284 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.1 (2025-04-14)76.7#250
2Gemini 1.5 Pro (002)73.3#349
3GPT-4.573.3#274
4Gemini 2.5 Pro70#152
5GPT-5 Mini (2025-08-07)70#172
6Grok 2 (1212)70#496
7GPT-566.7#98
8InternVL3-78B66.7#352
9Qwen 2 VL 72B66.7#460
10Gemini 1.5 Flash (002)63.3#583
11Gemini 1.5 Flash63.3#618
12Gemini 1.0 Pro63.3#933
13GPT-4.1 Nano60#731
14Gemma 3 27B60#607
15InternVL2.5-78B60#431

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=openvlm-mmmu-geography · How It Works · Data refreshed daily, snapshot 2026-10-20.