EgoArgus (Assistance Decision): leaderboard

Metric: Assistance-decision F1 (%; whether help is required, from the egocentric video, dialogue and dialogue timestamp of 789 VISTA episodes, all six scenarios including no-assistance cases; API models get the full video, open models sampled frames). Source: arxiv.org. Saturation forecast: Around December 2026. 7 models tracked.

Top models

#ModelScore
1Gemini 3.1 Flash Lite81.17
2MiMo-V2-Omni75
3Qwen 3.5 Plus (2026-02-15)72.32
4Molmo2-8B53.75
5Qwen 3.5 2B19.2

Interactive version: theaggregate.ai/benchmark?slug=egoargus-assistance-decision · How It Works · Data refreshed daily, snapshot 2026-09-26.