EgoArgus (Assistance Decision) - Multimodal Grounded: leaderboard
Metric: Assistance-decision F1 (%; whether help is required, from the egocentric video, dialogue and dialogue timestamp of 789 VISTA episodes, multimodal-grounded scenario: dialogue and video are both needed; API models get the full video, open models sampled frames). Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Flash Lite | 93.95 |
| 2 | Qwen 3.5 Plus (2026-02-15) | 93.4 |
| 3 | MiMo-V2-Omni | 91.94 |
| 4 | Molmo2-8B | 82.65 |
| 5 | Qwen 3.5 2B | 34.59 |
Interactive version: theaggregate.ai/benchmark?slug=egoargus-assistance-decision-multimodal-grounded · How It Works · Data refreshed daily, snapshot 2026-09-26.