LongVQUBench - GQU Overall Evaluation: leaderboard

Overall Evaluation questions of the global 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 (%; Overall quality evaluation (global 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 May 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1GPT-561.5#167
2Qwen 3 VL 8B Instruct58.5#981
3Qwen-VL-Max58#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-gqu-overall-evaluation · How It Works · Data refreshed daily, snapshot 2026-11-13.