OpenVLM MathVista - TQA: leaderboard

OpenCompass OpenVLM MathVista textbook question answering subcategory score.

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

Top models

#ModelScoreOverall rank
1GPT-584.8#98
2Gemini 2.5 Pro83.5#152
3GPT-5 Nano80.4#425
4GPT-5 Mini (2025-08-07)80.4#172
5Doubao-1.5-Pro79.1#287
6GPT-4.1 Mini77.8#355
7Gemini 2.0 Flash77.8#342
8GPT-4o ChatGPT77.2
9GPT-4.1 (2025-04-14)76.6#250
10InternVL2.5-78B75.9#431
11Gemini 1.5 Pro (002)75.3#349
12Gemini 1.5 Flash (002)74.7#583
13Claude 3.7 Sonnet74.7#249
14GPT-4.574.7#274
15InternVL2.5-78B-CoT74.7#469

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

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