IPIBench - Proactive Monitoring: leaderboard
Metric: Accuracy (%) on the proactive monitoring tasks (mean of timing, understanding and repeated proactiveness), on IPIBench (1,831 videos, 3,738 interaction instances from egocentric and exocentric datasets) under a unified streaming protocol at 1 FPS (offline models see a sliding window of the latest 16 frames); a proactive response counts only if the first trigger falls within one second of the ground-truth moment, multi-turn tasks only if every required trigger and answer is correct, reactive answers by bidirectional substring matching against up to 20 reference answers; higher is better. Source: arxiv.org. Saturation forecast: Around 2031. 12 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-4o | 30.09 |
| 2 | GLM-4.6V | 29.62 |
| 3 | GPT-5.4 | 29.04 |
| 4 | Gemini 3 Pro | 28.93 |
| 5 | Gemini 2.5 Pro | 27.94 |
| 6 | Qwen 3.5 Plus | 22.5 |
| 7 | InternVL3-8B | 19.53 |
Interactive version: theaggregate.ai/benchmark?slug=ipibench-proactive-monitoring · How It Works · Data refreshed daily, snapshot 2026-10-07.