AirGroundBench - Navigation SPL: leaderboard
Metric: Vision-language navigation success weighted by path length (%); higher is better. Source: arxiv.org. Saturation forecast: Around 2030. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Seed 2.0 Pro | 31.45 |
| 2 | ERNIE 5.0 | 25.32 |
| 3 | Qwen 3 VL 235B A22B | 23.8 |
| 4 | Gemini 3.1 Pro (Preview) | 22.87 |
| 5 | Qwen 3.5 27B | 22.68 |
| 6 | Claude Sonnet 4.6 | 20.8 |
| 7 | GPT-5.2 | 19.99 |
| 8 | Kimi K2.5 | 19.75 |
| 9 | Qwen 3.5 Plus | 16.34 |
| 10 | Qwen 3.5 397B A17B | 15.79 |
| 11 | GLM-4.6V | 15.58 |
Interactive version: theaggregate.ai/benchmark?slug=airgroundbench-navigation-spl · How It Works · Data refreshed daily, snapshot 2026-09-29.