S-EMBER - Free-Form Overall Accuracy: leaderboard
Metric: Overall accuracy (%; free-form answer judged correct by Gemini 3.1 Flash, extra details allowed unless they contradict the references) (S-EMBER: 9,448 questions on 3,141 egocentric Ray-Ban Meta videos, answered from the stream up to the question's trigger time; open models at 128 uniformly sampled frames, proprietary models at their platform limits). Source: arxiv.org. Saturation forecast: Around July 2028. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 47.83 |
| 2 | GPT-5.4 | 37.92 |
| 3 | Qwen 3 VL 32B Instruct | 30.32 |
Interactive version: theaggregate.ai/benchmark?slug=s-ember-free-form-overall-accuracy · How It Works · Data refreshed daily, snapshot 2026-09-26.