LinkS2Bench - Temporal Grounding: leaderboard
Metric: Temporal Grounding: ACC@1s (%): share of timestamp answers within one second of when a marked satellite region appears 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 2028. 18 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 51.9 |
| 2 | Kimi K2.5 | 48 |
| 3 | GPT-5.4 | 44.6 |
| 4 | Seed 1.8 | 42.3 |
| 5 | Qwen 3.5 397B A17B | 39.5 |
| 6 | Qwen 3.5 9B | 36.8 |
| 7 | Qwen 3.5 35B A3B | 36.7 |
| 8 | Qwen 3.5 4B | 32.1 |
| 9 | GPT-5.4 Mini | 28.7 |
| 10 | Ministral 3 8B | 27.4 |
| 11 | Claude Sonnet 4.6 | 27.3 |
| 12 | Ministral 3 14B | 26.3 |
| 13 | Llama 4 Scout | 20.4 |
| 14 | Ministral 3 3B | 20.2 |
Interactive version: theaggregate.ai/benchmark?slug=links2bench-temporal-grounding · How It Works · Data refreshed daily, snapshot 2026-10-07.