EgoArgus (Assistance Decision) - Video-Grounded On-Topic: leaderboard
Metric: Assistance-decision F1 (%; whether help is required, from the egocentric video, dialogue and dialogue timestamp of 789 VISTA episodes, video-grounded on-topic scenario: related but uninformative 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 | MiMo-V2-Omni | 81.71 |
| 2 | Gemini 3.1 Flash Lite | 80.49 |
| 3 | Molmo2-8B | 76.55 |
| 4 | Qwen 3.5 Plus (2026-02-15) | 72.49 |
| 5 | Qwen 3.5 2B | 20.95 |
Interactive version: theaggregate.ai/benchmark?slug=egoargus-assistance-decision-video-grounded-on-topic · How It Works · Data refreshed daily, snapshot 2026-09-26.