MOV-Bench - Causal Reasoning: leaderboard
Metric: Accuracy (%; 91 causal-reasoning questions; direct inference on the whole video). Source: arxiv.org. Saturation forecast: Around December 2026. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | MiniCPM-o-4.5 | 54.95 |
| 2 | Qwen3 Omni 30B A3B Instruct | 48.35 |
| 3 | Ming-Lite-Omni-1.5 | 46.15 |
| 4 | Qwen2.5-Omni-7B | 41.76 |
Interactive version: theaggregate.ai/benchmark?slug=mov-bench-causal-reasoning · How It Works · Data refreshed daily, snapshot 2026-09-26.