VERHallu - Counterfactual QA: leaderboard
Metric: Accuracy (%; 967 seven-option questions about an event absent from the clip, correct only when the model answers that the video information is incomplete; random 14.3; each model's own frame sampling and default settings, answer given as the option number). Source: arxiv.org. Saturation forecast: Around 2029. 18 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 2.5 VL 72B Instruct | 67.6 |
| 2 | Qwen 2.5 VL 7B Instruct | 50.6 |
| 3 | Gemini 3 Pro | 45 |
| 4 | Qwen 2.5 VL 32B Instruct | 44.9 |
| 5 | MiniCPM-V-2.6 | 36.4 |
| 6 | InternVL3-8B | 15.6 |
Interactive version: theaggregate.ai/benchmark?slug=verhallu-counterfactual-qa · How It Works · Data refreshed daily, snapshot 2026-09-26.