EgoArgus (Assistance Decision) - Contradictory: leaderboard
Metric: Assistance-decision F1 (%; whether help is required, from the egocentric video, dialogue and dialogue timestamp of 789 VISTA episodes, contradictory scenario: the dialogue points to a wrong judgment the video refutes; 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 | Qwen 3.5 Plus (2026-02-15) | 91.01 |
| 2 | Gemini 3.1 Flash Lite | 90.42 |
| 3 | MiMo-V2-Omni | 86.81 |
| 4 | Molmo2-8B | 86.03 |
| 5 | Qwen 3.5 2B | 15.09 |
Interactive version: theaggregate.ai/benchmark?slug=egoargus-assistance-decision-contradictory · How It Works · Data refreshed daily, snapshot 2026-09-26.