Open LMM Reasoning - MathVista - FQA: leaderboard

The "MathVista - FQA" subtask of Open LMM Reasoning. A task from the Open LMM Reasoning leaderboard, which evaluates large multimodal models on multi-step visual, mathematical and logical reasoning problems.

Metric: Accuracy (%). Source: huggingface.co. 100 models tracked.

Top models

#ModelScoreOverall rank
1SenseNova80.7
2GPT-4.1-mini-2025041479.2
3InternVL3-78B78.1#352
4Qwen2.5-VL-72B77.7
5QVQ-72B-Preview77.7#440
6Taichu-VLR-7B77#526
7Qwen2-VL-72B76.6
8GLM-4v-Plus-2025011176.6
9MUG-U-7B76.2
10InternVL2.5-78B-MPO75.5

Interactive version: theaggregate.ai/benchmark?slug=open-lmm-reasoning-mathvista-fqa · How It Works · Data refreshed daily, snapshot 2026-10-20.