LinkS2Bench - Spatiotemporal Ordering: leaderboard

Metric: Spatiotemporal Ordering: multiple-choice accuracy (%) on the order in which marked satellite regions appear in the video on the full LinkS2Bench (17,903 questions over 1,500 UAV videos paired with satellite images), temperature 0; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 18 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)44
2Seed 1.842.7
3Qwen 3.5 35B A3B34.7
4Llama 4 Scout31.3
5Qwen 3.5 397B A17B26.1
6Kimi K2.525
7GPT-5.4 Mini21.7
8Qwen 3.5 9B17.3
9GPT-5.416.4
10Ministral 3 3B14.9
11Claude Sonnet 4.613.7
12Ministral 3 14B12.5
13Ministral 3 8B12.5
14Qwen 3.5 4B6.5

Interactive version: theaggregate.ai/benchmark?slug=links2bench-spatiotemporal-ordering · How It Works · Data refreshed daily, snapshot 2026-10-07.