IPIBench - Proactive Task Management: leaderboard
Metric: Accuracy (%) on the proactive task management tasks (mean of cancellation, modification and multi-task management), 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 2028. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 23.5 |
| 2 | Gemini 2.5 Pro | 20.71 |
| 3 | Gemini 3 Pro | 20.22 |
| 4 | GPT-4o | 19.21 |
| 5 | Qwen 3.5 Plus | 18.46 |
| 6 | GLM-4.6V | 16.38 |
| 7 | InternVL3-8B | 5.51 |
Interactive version: theaggregate.ai/benchmark?slug=ipibench-proactive-task-management · How It Works · Data refreshed daily, snapshot 2026-10-07.