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. Saturation forecast: Around January 2027. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.5 Flash | 58.88 | #245 |
| 2 | GPT-4o | 45.55 | #343 |
| 3 | Gemini 1.5 Pro | 40.85 | #445 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=physical-reasoning-from-video · How It Works · Data refreshed daily, snapshot 2026-10-20.