LongVQUBench - LQU Severity and Comfort Assessment: leaderboard
Severity and Comfort Assessment questions of the local event quality understanding level of LongVQUBench (2026), multiple choice on long videos with inserted or authentic distortions. Accuracy on the held-out test split in percent, higher is better.
Metric: Accuracy (%; Severity and comfort assessment (local event quality understanding) questions; multiple-choice accuracy on the 60% held-out test split of LongVQUBench (1,200 long videos with synthetic or authentic spatial and temporal distortions); uniformly sampled frames at the frame budget each model selected on the validation split, one forward pass, one answer option). Source: arxiv.org. Saturation forecast: Around March 2028. 10 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5 | 49 | #167 |
| 2 | Qwen 3 VL 8B Instruct | 46.2 | #981 |
| 3 | Qwen-VL-Max | 44 | #1222 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=longvqubench-lqu-severity-and-comfort-assessment · How It Works · Data refreshed daily, snapshot 2026-11-13.