EgoArgus (Assistance Decision) - Video-Grounded Off-Topic: leaderboard
Metric: Assistance-decision F1 (%; whether help is required, from the egocentric video, dialogue and dialogue timestamp of 789 VISTA episodes, video-grounded off-topic scenario: unrelated dialogue; API models get the full video, open models sampled frames). Source: arxiv.org. Saturation forecast: Around December 2026. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Flash Lite | 74.31 |
| 2 | MiMo-V2-Omni | 70.46 |
| 3 | Qwen 3.5 Plus (2026-02-15) | 60.87 |
| 4 | Qwen 3.5 2B | 8.54 |
| 5 | Molmo2-8B | 8.54 |
Interactive version: theaggregate.ai/benchmark?slug=egoargus-assistance-decision-video-grounded-off-topic · How It Works · Data refreshed daily, snapshot 2026-09-26.