EgoSAT - Now Narration: leaderboard

Metric: Multiple-choice accuracy (%) on what the camera wearer is doing now; EgoSAT: streaming questions on Ego4D egocentric video answered online from the clips seen so far (strict prefix truncation at each query time); four options per question (the answer, two temporally adjacent hard negatives and one absurd negative), chance 25; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro43
2Qwen 2.5 VL 32B Instruct39.91
3Qwen 2.5 VL 72B Instruct38.86
4Claude Sonnet 438.43
5Qwen 2.5 VL 7B Instruct36.5

Interactive version: theaggregate.ai/benchmark?slug=egosat-now-narration · How It Works · Data refreshed daily, snapshot 2026-09-29.