EgoMemReason - Temporal Counting: leaderboard
EgoMemReason task (Wang et al., COLM 2026) that asks how many distinct instances of an object category have appeared in week-long egocentric video up to the question time, which requires re-identifying the same items across days. Accuracy in percent on 100 multiple-choice questions; higher is better.
Metric: Accuracy (%; 100 multiple-choice questions). Source: arxiv.org. Saturation forecast: Around 2032. 13 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Molmo2-8B | 50 | #1488 |
| 2 | Gemini 3 Flash | 28 | #159 |
| 3 | Gemini 3.1 Pro (Preview) | 26 | #91 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=egomemreason-temporal-counting · How It Works · Data refreshed daily, snapshot 2026-11-12.