VPCT: leaderboard

VPCT (Epoch AI) — visual physics comprehension test: predicting physical outcomes from images; accuracy.

Metric: Accuracy (%). Source: epoch.ai. Saturation forecast: Around January 2027. 38 models tracked.

Top models

#ModelScoreOverall rank
1Median Human100
2Best Expert100
3Gemini 3 Pro (Preview)91#66
4GPT-5.2 (2025-12-11) (xHigh)84
5Gemini 3 Flash (Preview)72.6#82
6GPT-5.2 (2025-12-11) (High)67
7GPT-5 (2025-08-07) (High)66
8GPT-5 (Medium)63.2#98 (GPT-5)
9GPT-5.1 (2025-11-13) (High)58.7#101 (GPT-5.1 (2025-11-13))
10O4 Mini (Medium)57.5#180 (O4 Mini)
11O3 (2025-04-16) (Medium)52#121 (O3 (2025-04-16))
12Gemini 2.5 Pro (Preview 03-25)48#123
13Gemini 2.5 Pro (Preview 06-05)46.4#106
14Gemini 2.5 Flash (Preview 09-2025)46.2#277
15GPT-4.5 (Preview)45#244

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

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