Physical Reasoning from Video — leaderboard

Video physical-reasoning leaderboard reporting model scores on IntPhys 2, MVPBench, and CausalVQA-style physical world understanding tasks.

Metric: Average Accuracy (%). Source: huggingface.co. Status: years away from saturation. 8 models tracked.

Top models

#ModelScore
1Gemini 2.5 Flash58.88
2GPT-4o45.55
3Gemini 1.5 Pro40.85

Interactive version: theaggregate.ai/benchmark?slug=physical-reasoning-from-video · How the rankings work · Data refreshed daily, snapshot 2026-07-22.