EgoSAT - Short-Horizon Anticipation: leaderboard

Metric: Multiple-choice accuracy (%) on the next action a short time ahead; 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: Around 2033. 9 models tracked.

Top models

#ModelScore
1Qwen 2.5 VL 72B Instruct43.06
2Qwen 2.5 VL 32B Instruct37.24
3Claude Sonnet 432.2
4Gemini 2.5 Pro29.92
5Qwen 2.5 VL 7B Instruct27.84

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