LinkS2Bench - Scene Association: leaderboard

Metric: Scene Association: multiple-choice accuracy (%) on which satellite region matches a video segment 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 January 2027. 18 models tracked.

Top models

#ModelScore
1Qwen 3.5 397B A17B73.3
2GPT-5.466.8
3Seed 1.866.7
4Gemini 3.1 Pro (Preview)57.3
5Qwen 3.5 35B A3B54.2
6Kimi K2.551
7Claude Sonnet 4.643.3
8GPT-5.4 Mini39.3
9Qwen 3.5 9B19
10Ministral 3 3B11.9
11Llama 4 Scout10.4
12Ministral 3 8B8.5
13Ministral 3 14B7.7
14Qwen 3.5 4B5.3

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